Overview
Brought to you by YData
Dataset statistics
| Number of variables | 37 |
|---|---|
| Number of observations | 1670214 |
| Missing cells | 11109336 |
| Missing cells (%) | 18.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 471.5 MiB |
| Average record size in memory | 296.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 17 |
| Boolean | 1 |
AMT_ANNUITY is highly overall correlated with AMT_APPLICATION and 2 other fields | High correlation |
AMT_APPLICATION is highly overall correlated with AMT_ANNUITY and 3 other fields | High correlation |
AMT_CREDIT is highly overall correlated with AMT_ANNUITY and 4 other fields | High correlation |
AMT_DOWN_PAYMENT is highly overall correlated with RATE_DOWN_PAYMENT | High correlation |
AMT_GOODS_PRICE is highly overall correlated with AMT_ANNUITY and 3 other fields | High correlation |
CHANNEL_TYPE is highly overall correlated with NAME_CONTRACT_TYPE and 2 other fields | High correlation |
CNT_PAYMENT is highly overall correlated with AMT_APPLICATION and 3 other fields | High correlation |
CODE_REJECT_REASON is highly overall correlated with NAME_CONTRACT_STATUS | High correlation |
DAYS_DECISION is highly overall correlated with DAYS_FIRST_DUE and 4 other fields | High correlation |
DAYS_FIRST_DRAWING is highly overall correlated with FLAG_LAST_APPL_PER_CONTRACT and 6 other fields | High correlation |
DAYS_FIRST_DUE is highly overall correlated with DAYS_DECISION and 10 other fields | High correlation |
DAYS_LAST_DUE is highly overall correlated with DAYS_DECISION and 6 other fields | High correlation |
DAYS_LAST_DUE_1ST_VERSION is highly overall correlated with AMT_CREDIT and 12 other fields | High correlation |
DAYS_TERMINATION is highly overall correlated with DAYS_DECISION and 10 other fields | High correlation |
FLAG_LAST_APPL_PER_CONTRACT is highly overall correlated with DAYS_FIRST_DRAWING and 8 other fields | High correlation |
NAME_CASH_LOAN_PURPOSE is highly overall correlated with NAME_CONTRACT_TYPE and 4 other fields | High correlation |
NAME_CONTRACT_STATUS is highly overall correlated with CODE_REJECT_REASON and 10 other fields | High correlation |
NAME_CONTRACT_TYPE is highly overall correlated with CHANNEL_TYPE and 13 other fields | High correlation |
NAME_GOODS_CATEGORY is highly overall correlated with NAME_CONTRACT_TYPE and 1 other fields | High correlation |
NAME_PAYMENT_TYPE is highly overall correlated with DAYS_FIRST_DRAWING and 1 other fields | High correlation |
NAME_PORTFOLIO is highly overall correlated with CHANNEL_TYPE and 12 other fields | High correlation |
NAME_PRODUCT_TYPE is highly overall correlated with NAME_CASH_LOAN_PURPOSE and 4 other fields | High correlation |
NAME_SELLER_INDUSTRY is highly overall correlated with NAME_CONTRACT_TYPE and 2 other fields | High correlation |
NAME_YIELD_GROUP is highly overall correlated with DAYS_FIRST_DRAWING and 7 other fields | High correlation |
NFLAG_INSURED_ON_APPROVAL is highly overall correlated with FLAG_LAST_APPL_PER_CONTRACT and 5 other fields | High correlation |
NFLAG_LAST_APPL_IN_DAY is highly overall correlated with FLAG_LAST_APPL_PER_CONTRACT | High correlation |
PRODUCT_COMBINATION is highly overall correlated with DAYS_FIRST_DRAWING and 11 other fields | High correlation |
RATE_DOWN_PAYMENT is highly overall correlated with AMT_DOWN_PAYMENT | High correlation |
RATE_INTEREST_PRIMARY is highly overall correlated with FLAG_LAST_APPL_PER_CONTRACT and 7 other fields | High correlation |
RATE_INTEREST_PRIVILEGED is highly overall correlated with CHANNEL_TYPE and 14 other fields | High correlation |
FLAG_LAST_APPL_PER_CONTRACT is highly imbalanced (95.4%) | Imbalance |
NFLAG_LAST_APPL_IN_DAY is highly imbalanced (96.6%) | Imbalance |
NAME_CASH_LOAN_PURPOSE is highly imbalanced (71.5%) | Imbalance |
CODE_REJECT_REASON is highly imbalanced (66.2%) | Imbalance |
NAME_GOODS_CATEGORY is highly imbalanced (52.9%) | Imbalance |
AMT_ANNUITY has 372235 (22.3%) missing values | Missing |
AMT_DOWN_PAYMENT has 895844 (53.6%) missing values | Missing |
AMT_GOODS_PRICE has 385515 (23.1%) missing values | Missing |
RATE_DOWN_PAYMENT has 895844 (53.6%) missing values | Missing |
RATE_INTEREST_PRIMARY has 1664263 (99.6%) missing values | Missing |
RATE_INTEREST_PRIVILEGED has 1664263 (99.6%) missing values | Missing |
NAME_TYPE_SUITE has 820405 (49.1%) missing values | Missing |
CNT_PAYMENT has 372230 (22.3%) missing values | Missing |
DAYS_FIRST_DRAWING has 673065 (40.3%) missing values | Missing |
DAYS_FIRST_DUE has 673065 (40.3%) missing values | Missing |
DAYS_LAST_DUE_1ST_VERSION has 673065 (40.3%) missing values | Missing |
DAYS_LAST_DUE has 673065 (40.3%) missing values | Missing |
DAYS_TERMINATION has 673065 (40.3%) missing values | Missing |
NFLAG_INSURED_ON_APPROVAL has 673065 (40.3%) missing values | Missing |
AMT_DOWN_PAYMENT is highly skewed (γ1 = 36.47657581) | Skewed |
SELLERPLACE_AREA is highly skewed (γ1 = 529.6202788) | Skewed |
SK_ID_PREV is uniformly distributed | Uniform |
SK_ID_PREV has unique values | Unique |
AMT_APPLICATION has 392402 (23.5%) zeros | Zeros |
AMT_CREDIT has 336768 (20.2%) zeros | Zeros |
AMT_DOWN_PAYMENT has 369854 (22.1%) zeros | Zeros |
RATE_DOWN_PAYMENT has 369854 (22.1%) zeros | Zeros |
SELLERPLACE_AREA has 60523 (3.6%) zeros | Zeros |
CNT_PAYMENT has 144985 (8.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-19 14:41:38.833018 |
|---|---|
| Analysis finished | 2025-10-19 14:48:37.085827 |
| Duration | 6 minutes and 58.25 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
SK_ID_PREV
Real number (ℝ)
Uniform Unique
| Distinct | 1670214 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1923089.1 |
| Minimum | 1000001 |
|---|---|
| Maximum | 2845382 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 1000001 |
|---|---|
| 5-th percentile | 1092565.3 |
| Q1 | 1461857.2 |
| median | 1923110.5 |
| Q3 | 2384279.8 |
| 95-th percentile | 2753178.3 |
| Maximum | 2845382 |
| Range | 1845381 |
| Interquartile range (IQR) | 922422.5 |
Descriptive statistics
| Standard deviation | 532597.96 |
|---|---|
| Coefficient of variation (CV) | 0.27694918 |
| Kurtosis | -1.1997524 |
| Mean | 1923089.1 |
| Median Absolute Deviation (MAD) | 461211.5 |
| Skewness | -0.00057313346 |
| Sum | 3.2119704 × 1012 |
| Variance | 2.8366059 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2030495 | 1 | < 0.1% |
| 1035848 | 1 | < 0.1% |
| 1526498 | 1 | < 0.1% |
| 2148893 | 1 | < 0.1% |
| 2437429 | 1 | < 0.1% |
| 1624541 | 1 | < 0.1% |
| 2095602 | 1 | < 0.1% |
| 1203077 | 1 | < 0.1% |
| 2842426 | 1 | < 0.1% |
| 1758596 | 1 | < 0.1% |
| Other values (1670204) | 1670204 |
| Value | Count | Frequency (%) |
| 1000001 | 1 | |
| 1000002 | 1 | |
| 1000003 | 1 | |
| 1000004 | 1 | |
| 1000005 | 1 | |
| 1000006 | 1 | |
| 1000007 | 1 | |
| 1000008 | 1 | |
| 1000009 | 1 | |
| 1000010 | 1 |
| Value | Count | Frequency (%) |
| 2845382 | 1 | |
| 2845381 | 1 | |
| 2845379 | 1 | |
| 2845378 | 1 | |
| 2845377 | 1 | |
| 2845373 | 1 | |
| 2845372 | 1 | |
| 2845370 | 1 | |
| 2845369 | 1 | |
| 2845368 | 1 |
SK_ID_CURR
Real number (ℝ)
| Distinct | 338857 |
|---|---|
| Distinct (%) | 20.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 278357.17 |
| Minimum | 100001 |
|---|---|
| Maximum | 456255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 100001 |
|---|---|
| 5-th percentile | 117930 |
| Q1 | 189329 |
| median | 278714.5 |
| Q3 | 367514 |
| 95-th percentile | 438443 |
| Maximum | 456255 |
| Range | 356254 |
| Interquartile range (IQR) | 178185 |
Descriptive statistics
| Standard deviation | 102814.82 |
|---|---|
| Coefficient of variation (CV) | 0.36936294 |
| Kurtosis | -1.199259 |
| Mean | 278357.17 |
| Median Absolute Deviation (MAD) | 89120.5 |
| Skewness | -0.0033025438 |
| Sum | 4.6491605 × 1011 |
| Variance | 1.0570888 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 187868 | 77 | < 0.1% |
| 265681 | 73 | < 0.1% |
| 173680 | 72 | < 0.1% |
| 242412 | 68 | < 0.1% |
| 206783 | 67 | < 0.1% |
| 156367 | 66 | < 0.1% |
| 389950 | 64 | < 0.1% |
| 382179 | 64 | < 0.1% |
| 198355 | 63 | < 0.1% |
| 345161 | 62 | < 0.1% |
| Other values (338847) | 1669538 |
| Value | Count | Frequency (%) |
| 100001 | 1 | < 0.1% |
| 100002 | 1 | < 0.1% |
| 100003 | 3 | < 0.1% |
| 100004 | 1 | < 0.1% |
| 100005 | 2 | < 0.1% |
| 100006 | 9 | |
| 100007 | 6 | |
| 100008 | 5 | |
| 100009 | 7 | |
| 100010 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 456255 | 8 | |
| 456254 | 2 | < 0.1% |
| 456253 | 2 | < 0.1% |
| 456252 | 1 | < 0.1% |
| 456251 | 1 | < 0.1% |
| 456250 | 8 | |
| 456249 | 2 | < 0.1% |
| 456248 | 4 | |
| 456247 | 5 | |
| 456246 | 2 | < 0.1% |
NAME_CONTRACT_TYPE
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| Cash loans | |
|---|---|
| Consumer loans | |
| Revolving loans | |
| XNA | 346 |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 12.323057 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Consumer loans |
|---|---|
| 2nd row | Cash loans |
| 3rd row | Cash loans |
| 4th row | Cash loans |
| 5th row | Cash loans |
Common Values
| Value | Count | Frequency (%) |
| Cash loans | 747553 | |
| Consumer loans | 729151 | |
| Revolving loans | 193164 | 11.6% |
| XNA | 346 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| loans | 1669868 | |
| cash | 747553 | |
| consumer | 729151 | |
| revolving | 193164 | 5.8% |
| xna | 346 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 3146572 | |
| o | 2592183 | |
| n | 2592183 | |
| a | 2417421 | |
| l | 1863032 | |
| 1669868 | ||
| C | 1476704 | |
| e | 922315 | 4.5% |
| h | 747553 | 3.6% |
| r | 729151 | 3.5% |
| Other values (9) | 2425160 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20582142 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 3146572 | |
| o | 2592183 | |
| n | 2592183 | |
| a | 2417421 | |
| l | 1863032 | |
| 1669868 | ||
| C | 1476704 | |
| e | 922315 | 4.5% |
| h | 747553 | 3.6% |
| r | 729151 | 3.5% |
| Other values (9) | 2425160 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20582142 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 3146572 | |
| o | 2592183 | |
| n | 2592183 | |
| a | 2417421 | |
| l | 1863032 | |
| 1669868 | ||
| C | 1476704 | |
| e | 922315 | 4.5% |
| h | 747553 | 3.6% |
| r | 729151 | 3.5% |
| Other values (9) | 2425160 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20582142 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 3146572 | |
| o | 2592183 | |
| n | 2592183 | |
| a | 2417421 | |
| l | 1863032 | |
| 1669868 | ||
| C | 1476704 | |
| e | 922315 | 4.5% |
| h | 747553 | 3.6% |
| r | 729151 | 3.5% |
| Other values (9) | 2425160 |
AMT_ANNUITY
Real number (ℝ)
High correlation Missing
| Distinct | 357959 |
|---|---|
| Distinct (%) | 27.6% |
| Missing | 372235 |
| Missing (%) | 22.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15955.121 |
| Minimum | 0 |
|---|---|
| Maximum | 418058.15 |
| Zeros | 1637 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2726.595 |
| Q1 | 6321.78 |
| median | 11250 |
| Q3 | 20658.42 |
| 95-th percentile | 45336.78 |
| Maximum | 418058.15 |
| Range | 418058.15 |
| Interquartile range (IQR) | 14336.64 |
Descriptive statistics
| Standard deviation | 14782.137 |
|---|---|
| Coefficient of variation (CV) | 0.92648233 |
| Kurtosis | 15.069832 |
| Mean | 15955.121 |
| Median Absolute Deviation (MAD) | 5979.195 |
| Skewness | 2.6925715 |
| Sum | 2.0709412 × 1010 |
| Variance | 2.1851158 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2250 | 31865 | 1.9% |
| 11250 | 13974 | 0.8% |
| 6750 | 13442 | 0.8% |
| 9000 | 12496 | 0.7% |
| 22500 | 11903 | 0.7% |
| 4500 | 10597 | 0.6% |
| 13500 | 7171 | 0.4% |
| 3375 | 4806 | 0.3% |
| 7875 | 4674 | 0.3% |
| 38250 | 4129 | 0.2% |
| Other values (357949) | 1182922 | |
| (Missing) | 372235 | 22.3% |
| Value | Count | Frequency (%) |
| 0 | 1637 | |
| 579.78 | 1 | < 0.1% |
| 585.855 | 1 | < 0.1% |
| 635.04 | 1 | < 0.1% |
| 637.65 | 1 | < 0.1% |
| 643.59 | 1 | < 0.1% |
| 646.515 | 2 | < 0.1% |
| 656.73 | 1 | < 0.1% |
| 665.19 | 1 | < 0.1% |
| 672.975 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 418058.145 | 2 | |
| 417927.645 | 2 | |
| 393868.665 | 1 | |
| 357733.26 | 1 | |
| 309942 | 1 | |
| 300425.445 | 1 | |
| 298557.585 | 2 | |
| 298427.085 | 2 | |
| 290358 | 1 | |
| 281027.25 | 1 |
AMT_APPLICATION
Real number (ℝ)
High correlation Zeros
| Distinct | 93885 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 175233.86 |
| Minimum | 0 |
|---|---|
| Maximum | 6905160 |
| Zeros | 392402 |
| Zeros (%) | 23.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 18720 |
| median | 71046 |
| Q3 | 180360 |
| 95-th percentile | 787500 |
| Maximum | 6905160 |
| Range | 6905160 |
| Interquartile range (IQR) | 161640 |
Descriptive statistics
| Standard deviation | 292779.76 |
|---|---|
| Coefficient of variation (CV) | 1.6707945 |
| Kurtosis | 15.762243 |
| Mean | 175233.86 |
| Median Absolute Deviation (MAD) | 71046 |
| Skewness | 3.3914422 |
| Sum | 2.9267805 × 1011 |
| Variance | 8.5719989 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 392402 | 23.5% |
| 45000 | 47831 | 2.9% |
| 225000 | 43543 | 2.6% |
| 135000 | 40678 | 2.4% |
| 450000 | 38905 | 2.3% |
| 90000 | 29367 | 1.8% |
| 180000 | 24738 | 1.5% |
| 270000 | 20573 | 1.2% |
| 675000 | 20227 | 1.2% |
| 67500 | 16861 | 1.0% |
| Other values (93875) | 995089 |
| Value | Count | Frequency (%) |
| 0 | 392402 | |
| 3456 | 1 | < 0.1% |
| 4225.5 | 1 | < 0.1% |
| 4500 | 4 | < 0.1% |
| 5400 | 1 | < 0.1% |
| 5535 | 1 | < 0.1% |
| 5575.5 | 1 | < 0.1% |
| 5580 | 1 | < 0.1% |
| 5710.5 | 1 | < 0.1% |
| 5715 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6905160 | 1 | < 0.1% |
| 5850000 | 2 | < 0.1% |
| 5085000 | 1 | < 0.1% |
| 4455000 | 1 | < 0.1% |
| 4237875 | 3 | < 0.1% |
| 4185000 | 1 | < 0.1% |
| 4140000 | 1 | < 0.1% |
| 4050000 | 12 | |
| 4005000 | 1 | < 0.1% |
| 3982500 | 1 | < 0.1% |
AMT_CREDIT
Real number (ℝ)
High correlation Zeros
| Distinct | 86803 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 196114.02 |
| Minimum | 0 |
|---|---|
| Maximum | 6905160 |
| Zeros | 336768 |
| Zeros (%) | 20.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 24160.5 |
| median | 80541 |
| Q3 | 216418.5 |
| 95-th percentile | 886500 |
| Maximum | 6905160 |
| Range | 6905160 |
| Interquartile range (IQR) | 192258 |
Descriptive statistics
| Standard deviation | 318574.62 |
|---|---|
| Coefficient of variation (CV) | 1.6244357 |
| Kurtosis | 14.238793 |
| Mean | 196114.02 |
| Median Absolute Deviation (MAD) | 80541 |
| Skewness | 3.2458146 |
| Sum | 3.2755219 × 1011 |
| Variance | 1.0148979 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 336768 | 20.2% |
| 45000 | 35051 | 2.1% |
| 225000 | 21094 | 1.3% |
| 450000 | 19954 | 1.2% |
| 135000 | 18720 | 1.1% |
| 180000 | 17085 | 1.0% |
| 90000 | 13781 | 0.8% |
| 270000 | 9842 | 0.6% |
| 900000 | 7432 | 0.4% |
| 67500 | 7245 | 0.4% |
| Other values (86793) | 1183241 |
| Value | Count | Frequency (%) |
| 0 | 336768 | |
| 3456 | 1 | < 0.1% |
| 4225.5 | 1 | < 0.1% |
| 4500 | 4 | < 0.1% |
| 5139 | 1 | < 0.1% |
| 5143.5 | 1 | < 0.1% |
| 5179.5 | 1 | < 0.1% |
| 5355 | 1 | < 0.1% |
| 5562 | 1 | < 0.1% |
| 5571 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6905160 | 1 | < 0.1% |
| 4509688.5 | 1 | < 0.1% |
| 4104351 | 4 | < 0.1% |
| 4095000 | 1 | < 0.1% |
| 4085550 | 1 | < 0.1% |
| 4050000 | 12 | |
| 4045711.5 | 1 | < 0.1% |
| 4009500 | 1 | < 0.1% |
| 4005000 | 1 | < 0.1% |
| 3847104 | 3 | < 0.1% |
AMT_DOWN_PAYMENT
Real number (ℝ)
High correlation Missing Skewed Zeros
| Distinct | 29278 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 895844 |
| Missing (%) | 53.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6697.4021 |
| Minimum | -0.9 |
|---|---|
| Maximum | 3060045 |
| Zeros | 369854 |
| Zeros (%) | 22.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -0.9 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1638 |
| Q3 | 7740 |
| 95-th percentile | 26184.082 |
| Maximum | 3060045 |
| Range | 3060045.9 |
| Interquartile range (IQR) | 7740 |
Descriptive statistics
| Standard deviation | 20921.495 |
|---|---|
| Coefficient of variation (CV) | 3.1238225 |
| Kurtosis | 2901.845 |
| Mean | 6697.4021 |
| Median Absolute Deviation (MAD) | 1638 |
| Skewness | 36.476576 |
| Sum | 5.1862673 × 109 |
| Variance | 4.3770897 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 369854 | |
| 4500 | 21241 | 1.3% |
| 9000 | 14747 | 0.9% |
| 13500 | 9655 | 0.6% |
| 22500 | 8165 | 0.5% |
| 6750 | 7709 | 0.5% |
| 2250 | 6241 | 0.4% |
| 18000 | 4526 | 0.3% |
| 45000 | 4059 | 0.2% |
| 2700 | 3362 | 0.2% |
| Other values (29268) | 324811 | 19.4% |
| (Missing) | 895844 |
| Value | Count | Frequency (%) |
| -0.9 | 1 | < 0.1% |
| -0.45 | 1 | < 0.1% |
| 0 | 369854 | |
| 0.045 | 37 | < 0.1% |
| 0.09 | 40 | < 0.1% |
| 0.135 | 28 | < 0.1% |
| 0.18 | 39 | < 0.1% |
| 0.225 | 54 | < 0.1% |
| 0.27 | 36 | < 0.1% |
| 0.315 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 3060045 | 1 | < 0.1% |
| 2475000 | 1 | < 0.1% |
| 2150100 | 1 | < 0.1% |
| 2135700 | 1 | < 0.1% |
| 2118937.5 | 3 | |
| 2034000 | 1 | < 0.1% |
| 2025000 | 1 | < 0.1% |
| 1980000 | 2 | |
| 1964970 | 1 | < 0.1% |
| 1800000 | 2 |
AMT_GOODS_PRICE
Real number (ℝ)
High correlation Missing
| Distinct | 93885 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 385515 |
| Missing (%) | 23.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 227847.28 |
| Minimum | 0 |
|---|---|
| Maximum | 6905160 |
| Zeros | 6869 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 22882.5 |
| Q1 | 50841 |
| median | 112320 |
| Q3 | 234000 |
| 95-th percentile | 900000 |
| Maximum | 6905160 |
| Range | 6905160 |
| Interquartile range (IQR) | 183159 |
Descriptive statistics
| Standard deviation | 315396.56 |
|---|---|
| Coefficient of variation (CV) | 1.3842454 |
| Kurtosis | 12.86636 |
| Mean | 227847.28 |
| Median Absolute Deviation (MAD) | 69030 |
| Skewness | 3.0736897 |
| Sum | 2.9271517 × 1011 |
| Variance | 9.9474989 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45000 | 47831 | 2.9% |
| 225000 | 43549 | 2.6% |
| 135000 | 40666 | 2.4% |
| 450000 | 38926 | 2.3% |
| 90000 | 29367 | 1.8% |
| 180000 | 24736 | 1.5% |
| 270000 | 20567 | 1.2% |
| 675000 | 20235 | 1.2% |
| 67500 | 16857 | 1.0% |
| 900000 | 15572 | 0.9% |
| Other values (93875) | 986393 | |
| (Missing) | 385515 | 23.1% |
| Value | Count | Frequency (%) |
| 0 | 6869 | |
| 3456 | 1 | < 0.1% |
| 4225.5 | 1 | < 0.1% |
| 4500 | 4 | < 0.1% |
| 5400 | 1 | < 0.1% |
| 5535 | 1 | < 0.1% |
| 5575.5 | 1 | < 0.1% |
| 5580 | 1 | < 0.1% |
| 5710.5 | 1 | < 0.1% |
| 5715 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6905160 | 1 | < 0.1% |
| 5850000 | 2 | < 0.1% |
| 5085000 | 1 | < 0.1% |
| 4455000 | 1 | < 0.1% |
| 4237875 | 3 | < 0.1% |
| 4185000 | 1 | < 0.1% |
| 4140000 | 1 | < 0.1% |
| 4050000 | 12 | |
| 4005000 | 1 | < 0.1% |
| 3982500 | 1 | < 0.1% |
WEEKDAY_APPR_PROCESS_START
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| TUESDAY | |
|---|---|
| WEDNESDAY | |
| MONDAY | |
| FRIDAY | |
| THURSDAY | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.1972166 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SATURDAY |
|---|---|
| 2nd row | THURSDAY |
| 3rd row | TUESDAY |
| 4th row | MONDAY |
| 5th row | THURSDAY |
Common Values
| Value | Count | Frequency (%) |
| TUESDAY | 255118 | |
| WEDNESDAY | 255010 | |
| MONDAY | 253557 | |
| FRIDAY | 252048 | |
| THURSDAY | 249099 | |
| SATURDAY | 240631 | |
| SUNDAY | 164751 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| tuesday | 255118 | |
| wednesday | 255010 | |
| monday | 253557 | |
| friday | 252048 | |
| thursday | 249099 | |
| saturday | 240631 | |
| sunday | 164751 |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 1925224 | |
| A | 1910845 | |
| Y | 1670214 | |
| S | 1164609 | |
| U | 909599 | |
| E | 765138 | 6.4% |
| T | 744848 | 6.2% |
| R | 741778 | 6.2% |
| N | 673318 | 5.6% |
| W | 255010 | 2.1% |
| Other values (5) | 1260309 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12020892 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| D | 1925224 | |
| A | 1910845 | |
| Y | 1670214 | |
| S | 1164609 | |
| U | 909599 | |
| E | 765138 | 6.4% |
| T | 744848 | 6.2% |
| R | 741778 | 6.2% |
| N | 673318 | 5.6% |
| W | 255010 | 2.1% |
| Other values (5) | 1260309 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12020892 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| D | 1925224 | |
| A | 1910845 | |
| Y | 1670214 | |
| S | 1164609 | |
| U | 909599 | |
| E | 765138 | 6.4% |
| T | 744848 | 6.2% |
| R | 741778 | 6.2% |
| N | 673318 | 5.6% |
| W | 255010 | 2.1% |
| Other values (5) | 1260309 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12020892 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| D | 1925224 | |
| A | 1910845 | |
| Y | 1670214 | |
| S | 1164609 | |
| U | 909599 | |
| E | 765138 | 6.4% |
| T | 744848 | 6.2% |
| R | 741778 | 6.2% |
| N | 673318 | 5.6% |
| W | 255010 | 2.1% |
| Other values (5) | 1260309 |
HOUR_APPR_PROCESS_START
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.484182 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 109 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| median | 12 |
| Q3 | 15 |
| 95-th percentile | 18 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.334028 |
|---|---|
| Coefficient of variation (CV) | 0.26706019 |
| Kurtosis | -0.27776836 |
| Mean | 12.484182 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.025629249 |
| Sum | 20851255 |
| Variance | 11.115742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 192728 | |
| 12 | 185980 | |
| 10 | 181690 | |
| 13 | 172256 | |
| 14 | 157711 | |
| 15 | 142965 | |
| 9 | 127002 | |
| 16 | 121361 | |
| 17 | 95064 | |
| 8 | 73085 | 4.4% |
| Other values (14) | 220372 |
| Value | Count | Frequency (%) |
| 0 | 109 | < 0.1% |
| 1 | 212 | < 0.1% |
| 2 | 1116 | 0.1% |
| 3 | 5035 | 0.3% |
| 4 | 9319 | 0.6% |
| 5 | 15392 | 0.9% |
| 6 | 25759 | 1.5% |
| 7 | 45646 | 2.7% |
| 8 | 73085 | |
| 9 | 127002 |
| Value | Count | Frequency (%) |
| 23 | 202 | < 0.1% |
| 22 | 720 | < 0.1% |
| 21 | 4082 | 0.2% |
| 20 | 14535 | 0.9% |
| 19 | 34089 | 2.0% |
| 18 | 64156 | |
| 17 | 95064 | |
| 16 | 121361 | |
| 15 | 142965 | |
| 14 | 157711 |
FLAG_LAST_APPL_PER_CONTRACT
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| True | |
|---|---|
| False | 8475 |
| Value | Count | Frequency (%) |
| True | 1661739 | |
| False | 8475 | 0.5% |
NFLAG_LAST_APPL_IN_DAY
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| 1 | |
|---|---|
| 0 | 5900 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1664314 | |
| 0 | 5900 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1664314 | |
| 0 | 5900 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1664314 | |
| 0 | 5900 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1670214 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1664314 | |
| 0 | 5900 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1670214 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1664314 | |
| 0 | 5900 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1670214 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1664314 | |
| 0 | 5900 | 0.4% |
RATE_DOWN_PAYMENT
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 207033 |
|---|---|
| Distinct (%) | 26.7% |
| Missing | 895844 |
| Missing (%) | 53.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.079636815 |
| Minimum | -1.4978763 × 10-5 |
|---|---|
| Maximum | 1 |
| Zeros | 369854 |
| Zeros (%) | 22.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -1.4978763 × 10-5 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.051605085 |
| Q3 | 0.10890909 |
| 95-th percentile | 0.29412643 |
| Maximum | 1 |
| Range | 1.000015 |
| Interquartile range (IQR) | 0.10890909 |
Descriptive statistics
| Standard deviation | 0.10782331 |
|---|---|
| Coefficient of variation (CV) | 1.353938 |
| Kurtosis | 6.2044689 |
| Mean | 0.079636815 |
| Median Absolute Deviation (MAD) | 0.051605085 |
| Skewness | 2.1077129 |
| Sum | 61668.361 |
| Variance | 0.011625867 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 369854 | |
| 0.1089090909 | 36341 | 2.2% |
| 0.2178181818 | 6482 | 0.4% |
| 0.3267272727 | 1081 | 0.1% |
| 0.5445454545 | 746 | < 0.1% |
| 0.4356363636 | 449 | < 0.1% |
| 0.1042746615 | 304 | < 0.1% |
| 0.1013781431 | 258 | < 0.1% |
| 0.09946035699 | 252 | < 0.1% |
| 0.1000083479 | 243 | < 0.1% |
| Other values (207023) | 358360 | |
| (Missing) | 895844 |
| Value | Count | Frequency (%) |
| -1.497876341 × 10-5 | 1 | < 0.1% |
| -1.369340042 × 10-5 | 1 | < 0.1% |
| 0 | 369854 | |
| 1.554444933 × 10-7 | 1 | < 0.1% |
| 2.102938266 × 10-7 | 1 | < 0.1% |
| 2.168812116 × 10-7 | 1 | < 0.1% |
| 2.36993259 × 10-7 | 1 | < 0.1% |
| 2.397769026 × 10-7 | 1 | < 0.1% |
| 2.548534315 × 10-7 | 1 | < 0.1% |
| 2.723407444 × 10-7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9897398776 | 1 | |
| 0.9807152645 | 1 | |
| 0.9801818182 | 1 | |
| 0.972550305 | 1 | |
| 0.9603411696 | 1 | |
| 0.9588557385 | 1 | |
| 0.9484449299 | 1 | |
| 0.9474932994 | 1 | |
| 0.9447764506 | 1 |
RATE_INTEREST_PRIMARY
Real number (ℝ)
High correlation Missing
| Distinct | 148 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 1664263 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18835689 |
| Minimum | 0.034781254 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 0.034781254 |
|---|---|
| 5-th percentile | 0.14244021 |
| Q1 | 0.16071631 |
| median | 0.18912218 |
| Q3 | 0.19332993 |
| 95-th percentile | 0.19691431 |
| Maximum | 1 |
| Range | 0.96521875 |
| Interquartile range (IQR) | 0.032613623 |
Descriptive statistics
| Standard deviation | 0.087671105 |
|---|---|
| Coefficient of variation (CV) | 0.46545207 |
| Kurtosis | 28.204535 |
| Mean | 0.18835689 |
| Median Absolute Deviation (MAD) | 0.0077779667 |
| Skewness | 5.198204 |
| Sum | 1120.9118 |
| Variance | 0.0076862226 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1891363482 | 1218 | 0.1% |
| 0.1424402131 | 951 | 0.1% |
| 0.1607163096 | 821 | < 0.1% |
| 0.1933299331 | 681 | < 0.1% |
| 0.1969001473 | 573 | < 0.1% |
| 0.1760030602 | 241 | < 0.1% |
| 0.1891221807 | 210 | < 0.1% |
| 0.1607021421 | 204 | < 0.1% |
| 0.1828176357 | 187 | < 0.1% |
| 0.1969143149 | 139 | < 0.1% |
| Other values (138) | 726 | < 0.1% |
| (Missing) | 1664263 |
| Value | Count | Frequency (%) |
| 0.03478125354 | 1 | < 0.1% |
| 0.05912104726 | 2 | < 0.1% |
| 0.05913521478 | 61 | |
| 0.0591493823 | 2 | < 0.1% |
| 0.09577241301 | 2 | < 0.1% |
| 0.1037345574 | 2 | < 0.1% |
| 0.1154794288 | 1 | < 0.1% |
| 0.1209622577 | 1 | < 0.1% |
| 0.1276351581 | 1 | < 0.1% |
| 0.1278335033 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9029241755 | 1 | |
| 0.8613000113 | 1 | |
| 0.8155105973 | 1 | |
| 0.8067692395 | 1 | |
| 0.7974470135 | 1 | |
| 0.7741981186 | 1 | |
| 0.7449846991 | 1 | |
| 0.7435821149 | 1 | |
| 0.7399977332 | 1 |
RATE_INTEREST_PRIVILEGED
Real number (ℝ)
High correlation Missing
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1664263 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.77350254 |
| Minimum | 0.37315011 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 0.37315011 |
|---|---|
| 5-th percentile | 0.63794926 |
| Q1 | 0.71564482 |
| median | 0.83509514 |
| Q3 | 0.852537 |
| 95-th percentile | 0.86733615 |
| Maximum | 1 |
| Range | 0.62684989 |
| Interquartile range (IQR) | 0.13689218 |
Descriptive statistics
| Standard deviation | 0.10087859 |
|---|---|
| Coefficient of variation (CV) | 0.13041792 |
| Kurtosis | 0.25557607 |
| Mean | 0.77350254 |
| Median Absolute Deviation (MAD) | 0.032241015 |
| Skewness | -1.00768 |
| Sum | 4603.1136 |
| Variance | 0.01017649 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8350951374 | 1717 | 0.1% |
| 0.7156448203 | 1046 | 0.1% |
| 0.63794926 | 1039 | 0.1% |
| 0.8673361522 | 931 | 0.1% |
| 0.8525369979 | 876 | 0.1% |
| 0.5687103594 | 127 | < 0.1% |
| 0.4244186047 | 66 | < 0.1% |
| 0.5137420719 | 45 | < 0.1% |
| 0.8324524313 | 40 | < 0.1% |
| 0.8451374207 | 19 | < 0.1% |
| Other values (15) | 45 | < 0.1% |
| (Missing) | 1664263 |
| Value | Count | Frequency (%) |
| 0.3731501057 | 2 | < 0.1% |
| 0.4244186047 | 66 | |
| 0.4365750529 | 2 | < 0.1% |
| 0.4841437632 | 1 | < 0.1% |
| 0.5021141649 | 1 | < 0.1% |
| 0.5137420719 | 45 | < 0.1% |
| 0.5428118393 | 1 | < 0.1% |
| 0.5480972516 | 1 | < 0.1% |
| 0.5687103594 | 127 | |
| 0.6374207188 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.8673361522 | 931 | |
| 0.8546511628 | 1 | < 0.1% |
| 0.8525369979 | 876 | |
| 0.8451374207 | 19 | < 0.1% |
| 0.8350951374 | 1717 | |
| 0.8324524313 | 40 | < 0.1% |
| 0.8208245243 | 1 | < 0.1% |
| 0.8065539112 | 4 | < 0.1% |
| 0.7906976744 | 5 | < 0.1% |
NAME_CASH_LOAN_PURPOSE
Categorical
High correlation Imbalance
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| XAP | |
|---|---|
| XNA | |
| Repairs | 23765 |
| Other | 15608 |
| Urgent needs | 8412 |
| Other values (20) | 21850 |
Length
| Max length | 32 |
|---|---|
| Median length | 3 |
| Mean length | 3.3122025 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | XAP |
|---|---|
| 2nd row | XNA |
| 3rd row | XNA |
| 4th row | XNA |
| 5th row | Repairs |
Common Values
| Value | Count | Frequency (%) |
| XAP | 922661 | |
| XNA | 677918 | |
| Repairs | 23765 | 1.4% |
| Other | 15608 | 0.9% |
| Urgent needs | 8412 | 0.5% |
| Buying a used car | 2888 | 0.2% |
| Building a house or an annex | 2693 | 0.2% |
| Everyday expenses | 2416 | 0.1% |
| Medicine | 2174 | 0.1% |
| Payments on other loans | 1931 | 0.1% |
| Other values (15) | 9748 | 0.6% |
Length
| Value | Count | Frequency (%) |
| xap | 922661 | |
| xna | 677918 | |
| repairs | 24562 | 1.4% |
| other | 17539 | 1.0% |
| urgent | 8412 | 0.5% |
| needs | 8412 | 0.5% |
| a | 8152 | 0.5% |
| buying | 5434 | 0.3% |
| car | 4697 | 0.3% |
| used | 2888 | 0.2% |
| Other values (41) | 45306 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| X | 1600579 | |
| A | 1600579 | |
| P | 925653 | |
| N | 677918 | |
| e | 104454 | 1.9% |
| r | 66486 | 1.2% |
| 55767 | 1.0% | |
| a | 54954 | 1.0% |
| n | 52820 | 1.0% |
| s | 50228 | 0.9% |
| Other values (31) | 342649 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5532087 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| X | 1600579 | |
| A | 1600579 | |
| P | 925653 | |
| N | 677918 | |
| e | 104454 | 1.9% |
| r | 66486 | 1.2% |
| 55767 | 1.0% | |
| a | 54954 | 1.0% |
| n | 52820 | 1.0% |
| s | 50228 | 0.9% |
| Other values (31) | 342649 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5532087 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| X | 1600579 | |
| A | 1600579 | |
| P | 925653 | |
| N | 677918 | |
| e | 104454 | 1.9% |
| r | 66486 | 1.2% |
| 55767 | 1.0% | |
| a | 54954 | 1.0% |
| n | 52820 | 1.0% |
| s | 50228 | 0.9% |
| Other values (31) | 342649 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5532087 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| X | 1600579 | |
| A | 1600579 | |
| P | 925653 | |
| N | 677918 | |
| e | 104454 | 1.9% |
| r | 66486 | 1.2% |
| 55767 | 1.0% | |
| a | 54954 | 1.0% |
| n | 52820 | 1.0% |
| s | 50228 | 0.9% |
| Other values (31) | 342649 | 6.2% |
NAME_CONTRACT_STATUS
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| Approved | |
|---|---|
| Canceled | |
| Refused | |
| Unused offer | 26436 |
Length
| Max length | 12 |
|---|---|
| Median length | 8 |
| Mean length | 7.8892753 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Approved |
|---|---|
| 2nd row | Approved |
| 3rd row | Approved |
| 4th row | Approved |
| 5th row | Refused |
Common Values
| Value | Count | Frequency (%) |
| Approved | 1036781 | |
| Canceled | 316319 | 18.9% |
| Refused | 290678 | 17.4% |
| Unused offer | 26436 | 1.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| approved | 1036781 | |
| canceled | 316319 | 18.6% |
| refused | 290678 | 17.1% |
| unused | 26436 | 1.6% |
| offer | 26436 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2303647 | |
| p | 2073562 | |
| d | 1670214 | |
| r | 1063217 | |
| o | 1063217 | |
| A | 1036781 | |
| v | 1036781 | |
| f | 343550 | 2.6% |
| n | 342755 | 2.6% |
| u | 317114 | 2.4% |
| Other values (8) | 1925940 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13176778 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2303647 | |
| p | 2073562 | |
| d | 1670214 | |
| r | 1063217 | |
| o | 1063217 | |
| A | 1036781 | |
| v | 1036781 | |
| f | 343550 | 2.6% |
| n | 342755 | 2.6% |
| u | 317114 | 2.4% |
| Other values (8) | 1925940 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13176778 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2303647 | |
| p | 2073562 | |
| d | 1670214 | |
| r | 1063217 | |
| o | 1063217 | |
| A | 1036781 | |
| v | 1036781 | |
| f | 343550 | 2.6% |
| n | 342755 | 2.6% |
| u | 317114 | 2.4% |
| Other values (8) | 1925940 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13176778 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2303647 | |
| p | 2073562 | |
| d | 1670214 | |
| r | 1063217 | |
| o | 1063217 | |
| A | 1036781 | |
| v | 1036781 | |
| f | 343550 | 2.6% |
| n | 342755 | 2.6% |
| u | 317114 | 2.4% |
| Other values (8) | 1925940 |
DAYS_DECISION
Real number (ℝ)
High correlation
| Distinct | 2922 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -880.67967 |
| Minimum | -2922 |
|---|---|
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1670214 |
| Negative (%) | 100.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -2922 |
|---|---|
| 5-th percentile | -2559 |
| Q1 | -1300 |
| median | -581 |
| Q3 | -280 |
| 95-th percentile | -85 |
| Maximum | -1 |
| Range | 2921 |
| Interquartile range (IQR) | 1020 |
Descriptive statistics
| Standard deviation | 779.09967 |
|---|---|
| Coefficient of variation (CV) | -0.88465727 |
| Kurtosis | -0.037845835 |
| Mean | -880.67967 |
| Median Absolute Deviation (MAD) | 375 |
| Skewness | -1.0530797 |
| Sum | -1.4709235 × 109 |
| Variance | 606996.29 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -245 | 2444 | 0.1% |
| -238 | 2390 | 0.1% |
| -210 | 2375 | 0.1% |
| -273 | 2350 | 0.1% |
| -196 | 2315 | 0.1% |
| -224 | 2305 | 0.1% |
| -252 | 2300 | 0.1% |
| -182 | 2283 | 0.1% |
| -240 | 2279 | 0.1% |
| -231 | 2270 | 0.1% |
| Other values (2912) | 1646903 |
| Value | Count | Frequency (%) |
| -2922 | 162 | |
| -2921 | 158 | |
| -2920 | 168 | |
| -2919 | 171 | |
| -2918 | 185 | |
| -2917 | 174 | |
| -2916 | 166 | |
| -2915 | 169 | |
| -2914 | 192 | |
| -2913 | 188 |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| -2 | 1172 | |
| -3 | 1516 | |
| -4 | 1507 | |
| -5 | 1324 | |
| -6 | 1363 | |
| -7 | 1697 | |
| -8 | 1399 | |
| -9 | 1228 | |
| -10 | 1138 |
NAME_PAYMENT_TYPE
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| Cash through the bank | |
|---|---|
| XNA | |
| Non-cash from your account | 8193 |
| Cashless from the account of the employer | 1085 |
Length
| Max length | 41 |
|---|---|
| Median length | 21 |
| Mean length | 14.276163 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cash through the bank |
|---|---|
| 2nd row | XNA |
| 3rd row | Cash through the bank |
| 4th row | Cash through the bank |
| 5th row | Cash through the bank |
Common Values
| Value | Count | Frequency (%) |
| Cash through the bank | 1033552 | |
| XNA | 627384 | |
| Non-cash from your account | 8193 | 0.5% |
| Cashless from the account of the employer | 1085 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| the | 1035722 | |
| cash | 1033552 | |
| through | 1033552 | |
| bank | 1033552 | |
| xna | 627384 | |
| from | 9278 | 0.2% |
| account | 9278 | 0.2% |
| non-cash | 8193 | 0.2% |
| your | 8193 | 0.2% |
| cashless | 1085 | < 0.1% |
| Other values (2) | 2170 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 4145656 | |
| 3131745 | ||
| a | 2085660 | 8.7% |
| t | 2078552 | 8.7% |
| o | 1070664 | 4.5% |
| r | 1052108 | 4.4% |
| n | 1051023 | 4.4% |
| u | 1051023 | 4.4% |
| s | 1045000 | 4.4% |
| e | 1038977 | 4.4% |
| Other values (14) | 6093839 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23844247 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| h | 4145656 | |
| 3131745 | ||
| a | 2085660 | 8.7% |
| t | 2078552 | 8.7% |
| o | 1070664 | 4.5% |
| r | 1052108 | 4.4% |
| n | 1051023 | 4.4% |
| u | 1051023 | 4.4% |
| s | 1045000 | 4.4% |
| e | 1038977 | 4.4% |
| Other values (14) | 6093839 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23844247 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| h | 4145656 | |
| 3131745 | ||
| a | 2085660 | 8.7% |
| t | 2078552 | 8.7% |
| o | 1070664 | 4.5% |
| r | 1052108 | 4.4% |
| n | 1051023 | 4.4% |
| u | 1051023 | 4.4% |
| s | 1045000 | 4.4% |
| e | 1038977 | 4.4% |
| Other values (14) | 6093839 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23844247 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| h | 4145656 | |
| 3131745 | ||
| a | 2085660 | 8.7% |
| t | 2078552 | 8.7% |
| o | 1070664 | 4.5% |
| r | 1052108 | 4.4% |
| n | 1051023 | 4.4% |
| u | 1051023 | 4.4% |
| s | 1045000 | 4.4% |
| e | 1038977 | 4.4% |
| Other values (14) | 6093839 |
CODE_REJECT_REASON
Categorical
High correlation Imbalance
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| XAP | |
|---|---|
| HC | |
| LIMIT | 55680 |
| SCO | 37467 |
| CLIENT | 26436 |
| Other values (4) | 22307 |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.0301039 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | XAP |
|---|---|
| 2nd row | XAP |
| 3rd row | XAP |
| 4th row | XAP |
| 5th row | HC |
Common Values
| Value | Count | Frequency (%) |
| XAP | 1353093 | |
| HC | 175231 | 10.5% |
| LIMIT | 55680 | 3.3% |
| SCO | 37467 | 2.2% |
| CLIENT | 26436 | 1.6% |
| SCOFR | 12811 | 0.8% |
| XNA | 5244 | 0.3% |
| VERIF | 3535 | 0.2% |
| SYSTEM | 717 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| xap | 1353093 | |
| hc | 175231 | 10.5% |
| limit | 55680 | 3.3% |
| sco | 37467 | 2.2% |
| client | 26436 | 1.6% |
| scofr | 12811 | 0.8% |
| xna | 5244 | 0.3% |
| verif | 3535 | 0.2% |
| system | 717 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| X | 1358337 | |
| A | 1358337 | |
| P | 1353093 | |
| C | 251945 | 5.0% |
| H | 175231 | 3.5% |
| I | 141331 | 2.8% |
| T | 82833 | 1.6% |
| L | 82116 | 1.6% |
| M | 56397 | 1.1% |
| S | 51712 | 1.0% |
| Other values (7) | 149590 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5060922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| X | 1358337 | |
| A | 1358337 | |
| P | 1353093 | |
| C | 251945 | 5.0% |
| H | 175231 | 3.5% |
| I | 141331 | 2.8% |
| T | 82833 | 1.6% |
| L | 82116 | 1.6% |
| M | 56397 | 1.1% |
| S | 51712 | 1.0% |
| Other values (7) | 149590 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5060922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| X | 1358337 | |
| A | 1358337 | |
| P | 1353093 | |
| C | 251945 | 5.0% |
| H | 175231 | 3.5% |
| I | 141331 | 2.8% |
| T | 82833 | 1.6% |
| L | 82116 | 1.6% |
| M | 56397 | 1.1% |
| S | 51712 | 1.0% |
| Other values (7) | 149590 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5060922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| X | 1358337 | |
| A | 1358337 | |
| P | 1353093 | |
| C | 251945 | 5.0% |
| H | 175231 | 3.5% |
| I | 141331 | 2.8% |
| T | 82833 | 1.6% |
| L | 82116 | 1.6% |
| M | 56397 | 1.1% |
| S | 51712 | 1.0% |
| Other values (7) | 149590 | 3.0% |
NAME_TYPE_SUITE
Categorical
Missing
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 820405 |
| Missing (%) | 49.1% |
| Memory size | 12.7 MiB |
| Unaccompanied | |
|---|---|
| Family | |
| Spouse, partner | |
| Children | 31566 |
| Other_B | 17624 |
| Other values (2) | 11317 |
Length
| Max length | 15 |
|---|---|
| Median length | 13 |
| Mean length | 11.032194 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unaccompanied |
|---|---|
| 2nd row | Spouse, partner |
| 3rd row | Family |
| 4th row | Unaccompanied |
| 5th row | Unaccompanied |
Common Values
| Value | Count | Frequency (%) |
| Unaccompanied | 508970 | |
| Family | 213263 | 12.8% |
| Spouse, partner | 67069 | 4.0% |
| Children | 31566 | 1.9% |
| Other_B | 17624 | 1.1% |
| Other_A | 9077 | 0.5% |
| Group of people | 2240 | 0.1% |
| (Missing) | 820405 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unaccompanied | 508970 | |
| family | 213263 | |
| spouse | 67069 | 7.3% |
| partner | 67069 | 7.3% |
| children | 31566 | 3.4% |
| other_b | 17624 | 1.9% |
| other_a | 9077 | 1.0% |
| group | 2240 | 0.2% |
| of | 2240 | 0.2% |
| people | 2240 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1298272 | |
| n | 1116575 | |
| c | 1017940 | |
| i | 753799 | |
| m | 722233 | |
| e | 705855 | |
| p | 649828 | |
| o | 582759 | 6.2% |
| d | 540536 | 5.8% |
| U | 508970 | 5.4% |
| Other values (18) | 1478491 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9375258 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1298272 | |
| n | 1116575 | |
| c | 1017940 | |
| i | 753799 | |
| m | 722233 | |
| e | 705855 | |
| p | 649828 | |
| o | 582759 | 6.2% |
| d | 540536 | 5.8% |
| U | 508970 | 5.4% |
| Other values (18) | 1478491 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9375258 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1298272 | |
| n | 1116575 | |
| c | 1017940 | |
| i | 753799 | |
| m | 722233 | |
| e | 705855 | |
| p | 649828 | |
| o | 582759 | 6.2% |
| d | 540536 | 5.8% |
| U | 508970 | 5.4% |
| Other values (18) | 1478491 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9375258 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1298272 | |
| n | 1116575 | |
| c | 1017940 | |
| i | 753799 | |
| m | 722233 | |
| e | 705855 | |
| p | 649828 | |
| o | 582759 | 6.2% |
| d | 540536 | 5.8% |
| U | 508970 | 5.4% |
| Other values (18) | 1478491 |
NAME_CLIENT_TYPE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| Repeater | |
|---|---|
| New | |
| Refreshed | |
| XNA | 1941 |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.1732371 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Repeater |
|---|---|
| 2nd row | Repeater |
| 3rd row | Repeater |
| 4th row | Repeater |
| 5th row | Repeater |
Common Values
| Value | Count | Frequency (%) |
| Repeater | 1231261 | |
| New | 301363 | 18.0% |
| Refreshed | 135649 | 8.1% |
| XNA | 1941 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| repeater | 1231261 | |
| new | 301363 | 18.0% |
| refreshed | 135649 | 8.1% |
| xna | 1941 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4402093 | |
| R | 1366910 | 11.4% |
| r | 1366910 | 11.4% |
| p | 1231261 | 10.3% |
| a | 1231261 | 10.3% |
| t | 1231261 | 10.3% |
| N | 303304 | 2.5% |
| w | 301363 | 2.5% |
| f | 135649 | 1.1% |
| s | 135649 | 1.1% |
| Other values (4) | 275180 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11980841 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 4402093 | |
| R | 1366910 | 11.4% |
| r | 1366910 | 11.4% |
| p | 1231261 | 10.3% |
| a | 1231261 | 10.3% |
| t | 1231261 | 10.3% |
| N | 303304 | 2.5% |
| w | 301363 | 2.5% |
| f | 135649 | 1.1% |
| s | 135649 | 1.1% |
| Other values (4) | 275180 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11980841 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 4402093 | |
| R | 1366910 | 11.4% |
| r | 1366910 | 11.4% |
| p | 1231261 | 10.3% |
| a | 1231261 | 10.3% |
| t | 1231261 | 10.3% |
| N | 303304 | 2.5% |
| w | 301363 | 2.5% |
| f | 135649 | 1.1% |
| s | 135649 | 1.1% |
| Other values (4) | 275180 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11980841 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 4402093 | |
| R | 1366910 | 11.4% |
| r | 1366910 | 11.4% |
| p | 1231261 | 10.3% |
| a | 1231261 | 10.3% |
| t | 1231261 | 10.3% |
| N | 303304 | 2.5% |
| w | 301363 | 2.5% |
| f | 135649 | 1.1% |
| s | 135649 | 1.1% |
| Other values (4) | 275180 | 2.3% |
NAME_GOODS_CATEGORY
Categorical
High correlation Imbalance
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| XNA | |
|---|---|
| Mobile | |
| Consumer Electronics | |
| Computers | |
| Audio/Video | |
| Other values (23) |
Length
| Max length | 24 |
|---|---|
| Median length | 3 |
| Mean length | 6.786328 |
| Min length | 3 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Mobile |
|---|---|
| 2nd row | XNA |
| 3rd row | XNA |
| 4th row | XNA |
| 5th row | XNA |
Common Values
| Value | Count | Frequency (%) |
| XNA | 950809 | |
| Mobile | 224708 | 13.5% |
| Consumer Electronics | 121576 | 7.3% |
| Computers | 105769 | 6.3% |
| Audio/Video | 99441 | 6.0% |
| Furniture | 53656 | 3.2% |
| Photo / Cinema Equipment | 25021 | 1.5% |
| Construction Materials | 24995 | 1.5% |
| Clothing and Accessories | 23554 | 1.4% |
| Auto Accessories | 7381 | 0.4% |
| Other values (18) | 33304 | 2.0% |
Length
| Value | Count | Frequency (%) |
| xna | 950809 | |
| mobile | 224708 | 11.5% |
| consumer | 121576 | 6.2% |
| electronics | 121576 | 6.2% |
| computers | 105769 | 5.4% |
| audio/video | 99441 | 5.1% |
| furniture | 53656 | 2.7% |
| accessories | 30935 | 1.6% |
| and | 26535 | 1.4% |
| equipment | 25021 | 1.3% |
| Other values (30) | 199024 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1091028 | 9.6% |
| X | 950809 | 8.4% |
| N | 950809 | 8.4% |
| o | 944391 | 8.3% |
| e | 921134 | 8.1% |
| i | 780621 | 6.9% |
| r | 561953 | 5.0% |
| s | 511856 | 4.5% |
| u | 500151 | 4.4% |
| n | 456800 | 4.0% |
| Other values (33) | 3665068 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11334620 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 1091028 | 9.6% |
| X | 950809 | 8.4% |
| N | 950809 | 8.4% |
| o | 944391 | 8.3% |
| e | 921134 | 8.1% |
| i | 780621 | 6.9% |
| r | 561953 | 5.0% |
| s | 511856 | 4.5% |
| u | 500151 | 4.4% |
| n | 456800 | 4.0% |
| Other values (33) | 3665068 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11334620 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 1091028 | 9.6% |
| X | 950809 | 8.4% |
| N | 950809 | 8.4% |
| o | 944391 | 8.3% |
| e | 921134 | 8.1% |
| i | 780621 | 6.9% |
| r | 561953 | 5.0% |
| s | 511856 | 4.5% |
| u | 500151 | 4.4% |
| n | 456800 | 4.0% |
| Other values (33) | 3665068 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11334620 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 1091028 | 9.6% |
| X | 950809 | 8.4% |
| N | 950809 | 8.4% |
| o | 944391 | 8.3% |
| e | 921134 | 8.1% |
| i | 780621 | 6.9% |
| r | 561953 | 5.0% |
| s | 511856 | 4.5% |
| u | 500151 | 4.4% |
| n | 456800 | 4.0% |
| Other values (33) | 3665068 |
NAME_PORTFOLIO
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| POS | |
|---|---|
| Cash | |
| XNA | |
| Cards | |
| Cars | 425 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.4502166 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | POS |
|---|---|
| 2nd row | Cash |
| 3rd row | Cash |
| 4th row | Cash |
| 5th row | Cash |
Common Values
| Value | Count | Frequency (%) |
| POS | 691011 | |
| Cash | 461563 | |
| XNA | 372230 | |
| Cards | 144985 | 8.7% |
| Cars | 425 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pos | 691011 | |
| cash | 461563 | |
| xna | 372230 | |
| cards | 144985 | 8.7% |
| cars | 425 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 691011 | |
| O | 691011 | |
| S | 691011 | |
| C | 606973 | |
| a | 606973 | |
| s | 606973 | |
| h | 461563 | |
| X | 372230 | |
| N | 372230 | |
| A | 372230 | |
| Other values (2) | 290395 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5762600 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 691011 | |
| O | 691011 | |
| S | 691011 | |
| C | 606973 | |
| a | 606973 | |
| s | 606973 | |
| h | 461563 | |
| X | 372230 | |
| N | 372230 | |
| A | 372230 | |
| Other values (2) | 290395 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5762600 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 691011 | |
| O | 691011 | |
| S | 691011 | |
| C | 606973 | |
| a | 606973 | |
| s | 606973 | |
| h | 461563 | |
| X | 372230 | |
| N | 372230 | |
| A | 372230 | |
| Other values (2) | 290395 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5762600 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 691011 | |
| O | 691011 | |
| S | 691011 | |
| C | 606973 | |
| a | 606973 | |
| s | 606973 | |
| h | 461563 | |
| X | 372230 | |
| N | 372230 | |
| A | 372230 | |
| Other values (2) | 290395 |
NAME_PRODUCT_TYPE
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| XNA | |
|---|---|
| x-sell | |
| walk-in |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 4.1794327 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | XNA |
|---|---|
| 2nd row | x-sell |
| 3rd row | x-sell |
| 4th row | x-sell |
| 5th row | walk-in |
Common Values
| Value | Count | Frequency (%) |
| XNA | 1063666 | |
| x-sell | 456287 | |
| walk-in | 150261 | 9.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| xna | 1063666 | |
| x-sell | 456287 | |
| walk-in | 150261 | 9.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| X | 1063666 | |
| N | 1063666 | |
| A | 1063666 | |
| l | 1062835 | |
| - | 606548 | |
| x | 456287 | |
| s | 456287 | |
| e | 456287 | |
| w | 150261 | 2.2% |
| a | 150261 | 2.2% |
| Other values (3) | 450783 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6980547 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| X | 1063666 | |
| N | 1063666 | |
| A | 1063666 | |
| l | 1062835 | |
| - | 606548 | |
| x | 456287 | |
| s | 456287 | |
| e | 456287 | |
| w | 150261 | 2.2% |
| a | 150261 | 2.2% |
| Other values (3) | 450783 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6980547 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| X | 1063666 | |
| N | 1063666 | |
| A | 1063666 | |
| l | 1062835 | |
| - | 606548 | |
| x | 456287 | |
| s | 456287 | |
| e | 456287 | |
| w | 150261 | 2.2% |
| a | 150261 | 2.2% |
| Other values (3) | 450783 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6980547 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| X | 1063666 | |
| N | 1063666 | |
| A | 1063666 | |
| l | 1062835 | |
| - | 606548 | |
| x | 456287 | |
| s | 456287 | |
| e | 456287 | |
| w | 150261 | 2.2% |
| a | 150261 | 2.2% |
| Other values (3) | 450783 |
CHANNEL_TYPE
Categorical
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| Credit and cash offices | |
|---|---|
| Country-wide | |
| Stone | |
| Regional / Local | |
| Contact center | 71297 |
| Other values (3) | 63648 |
Length
| Max length | 26 |
|---|---|
| Median length | 23 |
| Mean length | 16.351602 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Country-wide |
|---|---|
| 2nd row | Contact center |
| 3rd row | Credit and cash offices |
| 4th row | Credit and cash offices |
| 5th row | Credit and cash offices |
Common Values
| Value | Count | Frequency (%) |
| Credit and cash offices | 719968 | |
| Country-wide | 494690 | |
| Stone | 212083 | 12.7% |
| Regional / Local | 108528 | 6.5% |
| Contact center | 71297 | 4.3% |
| AP+ (Cash loan) | 57046 | 3.4% |
| Channel of corporate sales | 6150 | 0.4% |
| Car dealer | 452 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cash | 777014 | |
| credit | 719968 | |
| offices | 719968 | |
| and | 719968 | |
| country-wide | 494690 | |
| stone | 212083 | 5.0% |
| regional | 108528 | 2.6% |
| 108528 | 2.6% | |
| local | 108528 | 2.6% |
| center | 71297 | 1.7% |
| Other values (9) | 210893 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2581251 | 9.5% | |
| e | 2417185 | 8.9% |
| i | 2043154 | 7.5% |
| d | 1935078 | 7.1% |
| a | 1861735 | 6.8% |
| o | 1790590 | 6.6% |
| n | 1747209 | 6.4% |
| c | 1697208 | 6.2% |
| t | 1646782 | 6.0% |
| s | 1509282 | 5.5% |
| Other values (20) | 8081201 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 27310675 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2581251 | 9.5% | |
| e | 2417185 | 8.9% |
| i | 2043154 | 7.5% |
| d | 1935078 | 7.1% |
| a | 1861735 | 6.8% |
| o | 1790590 | 6.6% |
| n | 1747209 | 6.4% |
| c | 1697208 | 6.2% |
| t | 1646782 | 6.0% |
| s | 1509282 | 5.5% |
| Other values (20) | 8081201 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 27310675 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2581251 | 9.5% | |
| e | 2417185 | 8.9% |
| i | 2043154 | 7.5% |
| d | 1935078 | 7.1% |
| a | 1861735 | 6.8% |
| o | 1790590 | 6.6% |
| n | 1747209 | 6.4% |
| c | 1697208 | 6.2% |
| t | 1646782 | 6.0% |
| s | 1509282 | 5.5% |
| Other values (20) | 8081201 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 27310675 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2581251 | 9.5% | |
| e | 2417185 | 8.9% |
| i | 2043154 | 7.5% |
| d | 1935078 | 7.1% |
| a | 1861735 | 6.8% |
| o | 1790590 | 6.6% |
| n | 1747209 | 6.4% |
| c | 1697208 | 6.2% |
| t | 1646782 | 6.0% |
| s | 1509282 | 5.5% |
| Other values (20) | 8081201 |
SELLERPLACE_AREA
Real number (ℝ)
Skewed Zeros
| Distinct | 2097 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 313.95112 |
| Minimum | -1 |
|---|---|
| Maximum | 4000000 |
| Zeros | 60523 |
| Zeros (%) | 3.6% |
| Negative | 762675 |
| Negative (%) | 45.7% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 3 |
| Q3 | 82 |
| 95-th percentile | 1820 |
| Maximum | 4000000 |
| Range | 4000001 |
| Interquartile range (IQR) | 83 |
Descriptive statistics
| Standard deviation | 7127.4435 |
|---|---|
| Coefficient of variation (CV) | 22.702399 |
| Kurtosis | 296880.64 |
| Mean | 313.95112 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 529.62028 |
| Sum | 5.2436555 × 108 |
| Variance | 50800450 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 762675 | |
| 0 | 60523 | 3.6% |
| 50 | 37401 | 2.2% |
| 30 | 34423 | 2.1% |
| 20 | 33840 | 2.0% |
| 100 | 31409 | 1.9% |
| 40 | 24429 | 1.5% |
| 25 | 18142 | 1.1% |
| 15 | 17175 | 1.0% |
| 150 | 16652 | 1.0% |
| Other values (2087) | 633545 |
| Value | Count | Frequency (%) |
| -1 | 762675 | |
| 0 | 60523 | 3.6% |
| 1 | 5275 | 0.3% |
| 2 | 4374 | 0.3% |
| 3 | 5472 | 0.3% |
| 4 | 12797 | 0.8% |
| 5 | 14942 | 0.9% |
| 6 | 7411 | 0.4% |
| 7 | 1413 | 0.1% |
| 8 | 2022 | 0.1% |
| Value | Count | Frequency (%) |
| 4000000 | 5 | < 0.1% |
| 256099 | 1 | < 0.1% |
| 250000 | 9 | < 0.1% |
| 120000 | 3 | < 0.1% |
| 112000 | 4 | < 0.1% |
| 74625 | 376 | |
| 65489 | 6 | < 0.1% |
| 65339 | 5 | < 0.1% |
| 49151 | 36 | < 0.1% |
| 45000 | 1 | < 0.1% |
NAME_SELLER_INDUSTRY
Categorical
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| XNA | |
|---|---|
| Consumer electronics | |
| Connectivity | |
| Furniture | 57849 |
| Construction | 29781 |
| Other values (6) | 52570 |
Length
| Max length | 20 |
|---|---|
| Median length | 3 |
| Mean length | 9.0886252 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Connectivity |
|---|---|
| 2nd row | XNA |
| 3rd row | XNA |
| 4th row | XNA |
| 5th row | XNA |
Common Values
| Value | Count | Frequency (%) |
| XNA | 855720 | |
| Consumer electronics | 398265 | |
| Connectivity | 276029 | 16.5% |
| Furniture | 57849 | 3.5% |
| Construction | 29781 | 1.8% |
| Clothing | 23949 | 1.4% |
| Industry | 19194 | 1.1% |
| Auto technology | 4990 | 0.3% |
| Jewelry | 2709 | 0.2% |
| MLM partners | 1215 | 0.1% |
Length
| Value | Count | Frequency (%) |
| xna | 855720 | |
| consumer | 398265 | |
| electronics | 398265 | |
| connectivity | 276029 | 13.3% |
| furniture | 57849 | 2.8% |
| construction | 29781 | 1.4% |
| clothing | 23949 | 1.2% |
| industry | 19194 | 0.9% |
| auto | 4990 | 0.2% |
| technology | 4990 | 0.2% |
| Other values (4) | 5652 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1540296 | 10.1% |
| n | 1515347 | 10.0% |
| o | 1171553 | 7.7% |
| t | 1122072 | 7.4% |
| c | 1107330 | 7.3% |
| i | 1062415 | 7.0% |
| r | 966855 | 6.4% |
| A | 860710 | 5.7% |
| N | 855720 | 5.6% |
| X | 855720 | 5.6% |
| Other values (20) | 4121931 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15179949 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1540296 | 10.1% |
| n | 1515347 | 10.0% |
| o | 1171553 | 7.7% |
| t | 1122072 | 7.4% |
| c | 1107330 | 7.3% |
| i | 1062415 | 7.0% |
| r | 966855 | 6.4% |
| A | 860710 | 5.7% |
| N | 855720 | 5.6% |
| X | 855720 | 5.6% |
| Other values (20) | 4121931 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15179949 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1540296 | 10.1% |
| n | 1515347 | 10.0% |
| o | 1171553 | 7.7% |
| t | 1122072 | 7.4% |
| c | 1107330 | 7.3% |
| i | 1062415 | 7.0% |
| r | 966855 | 6.4% |
| A | 860710 | 5.7% |
| N | 855720 | 5.6% |
| X | 855720 | 5.6% |
| Other values (20) | 4121931 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15179949 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1540296 | 10.1% |
| n | 1515347 | 10.0% |
| o | 1171553 | 7.7% |
| t | 1122072 | 7.4% |
| c | 1107330 | 7.3% |
| i | 1062415 | 7.0% |
| r | 966855 | 6.4% |
| A | 860710 | 5.7% |
| N | 855720 | 5.6% |
| X | 855720 | 5.6% |
| Other values (20) | 4121931 |
CNT_PAYMENT
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 49 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 372230 |
| Missing (%) | 22.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.054082 |
| Minimum | 0 |
|---|---|
| Maximum | 84 |
| Zeros | 144985 |
| Zeros (%) | 8.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 12 |
| Q3 | 24 |
| 95-th percentile | 48 |
| Maximum | 84 |
| Range | 84 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 14.567288 |
|---|---|
| Coefficient of variation (CV) | 0.90738842 |
| Kurtosis | 1.868014 |
| Mean | 16.054082 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.531403 |
| Sum | 20837941 |
| Variance | 212.20587 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 323049 | |
| 6 | 190461 | |
| 0 | 144985 | 8.7% |
| 10 | 141851 | 8.5% |
| 24 | 137764 | 8.2% |
| 18 | 77430 | 4.6% |
| 36 | 72583 | 4.3% |
| 60 | 53600 | 3.2% |
| 48 | 47316 | 2.8% |
| 8 | 30349 | 1.8% |
| Other values (39) | 78596 | 4.7% |
| (Missing) | 372230 |
| Value | Count | Frequency (%) |
| 0 | 144985 | |
| 3 | 1100 | 0.1% |
| 4 | 26924 | 1.6% |
| 5 | 3957 | 0.2% |
| 6 | 190461 | |
| 7 | 1434 | 0.1% |
| 8 | 30349 | 1.8% |
| 9 | 1236 | 0.1% |
| 10 | 141851 | |
| 11 | 669 | < 0.1% |
| Value | Count | Frequency (%) |
| 84 | 45 | < 0.1% |
| 72 | 139 | < 0.1% |
| 66 | 10 | < 0.1% |
| 60 | 53600 | |
| 59 | 4 | < 0.1% |
| 54 | 2104 | 0.1% |
| 53 | 1 | < 0.1% |
| 48 | 47316 | |
| 47 | 3 | < 0.1% |
| 46 | 2 | < 0.1% |
NAME_YIELD_GROUP
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 MiB |
| XNA | |
|---|---|
| middle | |
| high | |
| low_normal | |
| low_action |
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 5.639709 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | middle |
|---|---|
| 2nd row | low_action |
| 3rd row | high |
| 4th row | middle |
| 5th row | high |
Common Values
| Value | Count | Frequency (%) |
| XNA | 517215 | |
| middle | 385532 | |
| high | 353331 | |
| low_normal | 322095 | |
| low_action | 92041 | 5.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| xna | 517215 | |
| middle | 385532 | |
| high | 353331 | |
| low_normal | 322095 | |
| low_action | 92041 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 1121763 | |
| i | 830904 | 8.8% |
| o | 828272 | 8.8% |
| d | 771064 | 8.2% |
| m | 707627 | 7.5% |
| h | 706662 | 7.5% |
| X | 517215 | 5.5% |
| A | 517215 | 5.5% |
| N | 517215 | 5.5% |
| a | 414136 | 4.4% |
| Other values (8) | 2487448 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9419521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 1121763 | |
| i | 830904 | 8.8% |
| o | 828272 | 8.8% |
| d | 771064 | 8.2% |
| m | 707627 | 7.5% |
| h | 706662 | 7.5% |
| X | 517215 | 5.5% |
| A | 517215 | 5.5% |
| N | 517215 | 5.5% |
| a | 414136 | 4.4% |
| Other values (8) | 2487448 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9419521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 1121763 | |
| i | 830904 | 8.8% |
| o | 828272 | 8.8% |
| d | 771064 | 8.2% |
| m | 707627 | 7.5% |
| h | 706662 | 7.5% |
| X | 517215 | 5.5% |
| A | 517215 | 5.5% |
| N | 517215 | 5.5% |
| a | 414136 | 4.4% |
| Other values (8) | 2487448 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9419521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 1121763 | |
| i | 830904 | 8.8% |
| o | 828272 | 8.8% |
| d | 771064 | 8.2% |
| m | 707627 | 7.5% |
| h | 706662 | 7.5% |
| X | 517215 | 5.5% |
| A | 517215 | 5.5% |
| N | 517215 | 5.5% |
| a | 414136 | 4.4% |
| Other values (8) | 2487448 |
PRODUCT_COMBINATION
Categorical
High correlation
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 346 |
| Missing (%) | < 0.1% |
| Memory size | 12.7 MiB |
| Cash | |
|---|---|
| POS household with interest | |
| POS mobile with interest | |
| Cash X-Sell: middle | |
| Cash X-Sell: low | |
| Other values (12) |
Length
| Max length | 30 |
|---|---|
| Median length | 26 |
| Mean length | 18.212805 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | POS mobile with interest |
|---|---|
| 2nd row | Cash X-Sell: low |
| 3rd row | Cash X-Sell: high |
| 4th row | Cash X-Sell: middle |
| 5th row | Cash Street: high |
Common Values
| Value | Count | Frequency (%) |
| Cash | 285990 | |
| POS household with interest | 263622 | |
| POS mobile with interest | 220670 | |
| Cash X-Sell: middle | 143883 | |
| Cash X-Sell: low | 130248 | |
| Card Street | 112582 | 6.7% |
| POS industry with interest | 98833 | 5.9% |
| POS household without interest | 82908 | 5.0% |
| Card X-Sell | 80582 | 4.8% |
| Cash Street: high | 59639 | 3.6% |
| Other values (7) | 190911 |
Length
| Value | Count | Frequency (%) |
| cash | 747553 | |
| pos | 729151 | |
| interest | 729151 | |
| with | 607004 | |
| x-sell | 414014 | |
| household | 346530 | |
| mobile | 244752 | 4.9% |
| street | 240713 | 4.8% |
| card | 193164 | 3.9% |
| middle | 178541 | 3.6% |
| Other values (6) | 543038 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3303743 | 10.9% | |
| e | 3149999 | 10.4% |
| t | 2928895 | 9.6% |
| h | 2434078 | 8.0% |
| i | 2111970 | 6.9% |
| s | 1937224 | 6.4% |
| l | 1761933 | 5.8% |
| S | 1383878 | 4.6% |
| r | 1300897 | 4.3% |
| o | 1250475 | 4.1% |
| Other values (15) | 8849889 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30412981 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3303743 | 10.9% | |
| e | 3149999 | 10.4% |
| t | 2928895 | 9.6% |
| h | 2434078 | 8.0% |
| i | 2111970 | 6.9% |
| s | 1937224 | 6.4% |
| l | 1761933 | 5.8% |
| S | 1383878 | 4.6% |
| r | 1300897 | 4.3% |
| o | 1250475 | 4.1% |
| Other values (15) | 8849889 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30412981 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3303743 | 10.9% | |
| e | 3149999 | 10.4% |
| t | 2928895 | 9.6% |
| h | 2434078 | 8.0% |
| i | 2111970 | 6.9% |
| s | 1937224 | 6.4% |
| l | 1761933 | 5.8% |
| S | 1383878 | 4.6% |
| r | 1300897 | 4.3% |
| o | 1250475 | 4.1% |
| Other values (15) | 8849889 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30412981 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3303743 | 10.9% | |
| e | 3149999 | 10.4% |
| t | 2928895 | 9.6% |
| h | 2434078 | 8.0% |
| i | 2111970 | 6.9% |
| s | 1937224 | 6.4% |
| l | 1761933 | 5.8% |
| S | 1383878 | 4.6% |
| r | 1300897 | 4.3% |
| o | 1250475 | 4.1% |
| Other values (15) | 8849889 |
DAYS_FIRST_DRAWING
Real number (ℝ)
High correlation Missing
| Distinct | 2838 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 342209.86 |
| Minimum | -2922 |
|---|---|
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 62705 |
| Negative (%) | 3.8% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -2922 |
|---|---|
| 5-th percentile | -269 |
| Q1 | 365243 |
| median | 365243 |
| Q3 | 365243 |
| 95-th percentile | 365243 |
| Maximum | 365243 |
| Range | 368165 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 88916.116 |
|---|---|
| Coefficient of variation (CV) | 0.25982921 |
| Kurtosis | 10.969807 |
| Mean | 342209.86 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.6013428 |
| Sum | 3.4123421 × 1011 |
| Variance | 7.9060757 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 365243 | 934444 | |
| -228 | 123 | < 0.1% |
| -212 | 121 | < 0.1% |
| -224 | 121 | < 0.1% |
| -223 | 119 | < 0.1% |
| -220 | 118 | < 0.1% |
| -210 | 117 | < 0.1% |
| -235 | 117 | < 0.1% |
| -240 | 116 | < 0.1% |
| -226 | 115 | < 0.1% |
| Other values (2828) | 61638 | 3.7% |
| (Missing) | 673065 |
| Value | Count | Frequency (%) |
| -2922 | 1 | < 0.1% |
| -2921 | 2 | < 0.1% |
| -2920 | 5 | |
| -2919 | 12 | |
| -2918 | 7 | |
| -2917 | 5 | |
| -2916 | 6 | |
| -2915 | 7 | |
| -2914 | 4 | < 0.1% |
| -2913 | 9 |
| Value | Count | Frequency (%) |
| 365243 | 934444 | |
| -2 | 20 | < 0.1% |
| -3 | 14 | < 0.1% |
| -4 | 10 | < 0.1% |
| -5 | 14 | < 0.1% |
| -6 | 20 | < 0.1% |
| -7 | 20 | < 0.1% |
| -8 | 15 | < 0.1% |
| -9 | 21 | < 0.1% |
| -10 | 22 | < 0.1% |
DAYS_FIRST_DUE
Real number (ℝ)
High correlation Missing
| Distinct | 2892 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13826.269 |
| Minimum | -2892 |
|---|---|
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 956504 |
| Negative (%) | 57.3% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -2892 |
|---|---|
| 5-th percentile | -2608 |
| Q1 | -1628 |
| median | -831 |
| Q3 | -411 |
| 95-th percentile | -48 |
| Maximum | 365243 |
| Range | 368135 |
| Interquartile range (IQR) | 1217 |
Descriptive statistics
| Standard deviation | 72444.87 |
|---|---|
| Coefficient of variation (CV) | 5.2396542 |
| Kurtosis | 19.570596 |
| Mean | 13826.269 |
| Median Absolute Deviation (MAD) | 525 |
| Skewness | 4.6440959 |
| Sum | 1.3786851 × 1010 |
| Variance | 5.2482591 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 365243 | 40645 | 2.4% |
| -334 | 772 | < 0.1% |
| -509 | 760 | < 0.1% |
| -208 | 751 | < 0.1% |
| -330 | 750 | < 0.1% |
| -292 | 746 | < 0.1% |
| -691 | 745 | < 0.1% |
| -270 | 744 | < 0.1% |
| -299 | 744 | < 0.1% |
| -327 | 743 | < 0.1% |
| Other values (2882) | 949749 | |
| (Missing) | 673065 |
| Value | Count | Frequency (%) |
| -2892 | 9 | < 0.1% |
| -2891 | 55 | |
| -2890 | 73 | |
| -2889 | 86 | |
| -2888 | 96 | |
| -2887 | 87 | |
| -2886 | 92 | |
| -2885 | 121 | |
| -2884 | 113 | |
| -2883 | 136 |
| Value | Count | Frequency (%) |
| 365243 | 40645 | |
| -2 | 14 | < 0.1% |
| -3 | 136 | < 0.1% |
| -4 | 132 | < 0.1% |
| -5 | 182 | < 0.1% |
| -6 | 175 | < 0.1% |
| -7 | 157 | < 0.1% |
| -8 | 156 | < 0.1% |
| -9 | 176 | < 0.1% |
| -10 | 168 | < 0.1% |
DAYS_LAST_DUE_1ST_VERSION
Real number (ℝ)
High correlation Missing
| Distinct | 4605 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33767.774 |
| Minimum | -2801 |
|---|---|
| Maximum | 365243 |
| Zeros | 705 |
| Zeros (%) | < 0.1% |
| Negative | 678188 |
| Negative (%) | 40.6% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -2801 |
|---|---|
| 5-th percentile | -2327 |
| Q1 | -1242 |
| median | -361 |
| Q3 | 129 |
| 95-th percentile | 365243 |
| Maximum | 365243 |
| Range | 368044 |
| Interquartile range (IQR) | 1371 |
Descriptive statistics
| Standard deviation | 106857.03 |
|---|---|
| Coefficient of variation (CV) | 3.1644678 |
| Kurtosis | 5.7261481 |
| Mean | 33767.774 |
| Median Absolute Deviation (MAD) | 639 |
| Skewness | 2.7794499 |
| Sum | 3.3671502 × 1010 |
| Variance | 1.1418426 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 365243 | 93864 | 5.6% |
| 9 | 720 | < 0.1% |
| 8 | 706 | < 0.1% |
| 0 | 705 | < 0.1% |
| 5 | 702 | < 0.1% |
| 10 | 698 | < 0.1% |
| 2 | 688 | < 0.1% |
| 6 | 685 | < 0.1% |
| 1 | 685 | < 0.1% |
| -1 | 675 | < 0.1% |
| Other values (4595) | 897021 | |
| (Missing) | 673065 |
| Value | Count | Frequency (%) |
| -2801 | 9 | < 0.1% |
| -2800 | 9 | < 0.1% |
| -2799 | 6 | < 0.1% |
| -2798 | 18 | |
| -2797 | 11 | |
| -2796 | 24 | |
| -2795 | 14 | |
| -2794 | 17 | |
| -2793 | 22 | |
| -2792 | 11 |
| Value | Count | Frequency (%) |
| 365243 | 93864 | |
| 2389 | 1 | < 0.1% |
| 2098 | 1 | < 0.1% |
| 2090 | 1 | < 0.1% |
| 2032 | 1 | < 0.1% |
| 2016 | 1 | < 0.1% |
| 2011 | 1 | < 0.1% |
| 1993 | 1 | < 0.1% |
| 1990 | 1 | < 0.1% |
| 1954 | 1 | < 0.1% |
DAYS_LAST_DUE
Real number (ℝ)
High correlation Missing
| Distinct | 2873 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76582.403 |
| Minimum | -2889 |
|---|---|
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 785928 |
| Negative (%) | 47.1% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -2889 |
|---|---|
| 5-th percentile | -2349 |
| Q1 | -1314 |
| median | -537 |
| Q3 | -74 |
| 95-th percentile | 365243 |
| Maximum | 365243 |
| Range | 368132 |
| Interquartile range (IQR) | 1240 |
Descriptive statistics
| Standard deviation | 149647.42 |
|---|---|
| Coefficient of variation (CV) | 1.9540705 |
| Kurtosis | -0.01044733 |
| Mean | 76582.403 |
| Median Absolute Deviation (MAD) | 618 |
| Skewness | 1.4104726 |
| Sum | 7.6364067 × 1010 |
| Variance | 2.2394349 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 365243 | 211221 | 12.6% |
| -245 | 658 | < 0.1% |
| -188 | 650 | < 0.1% |
| -239 | 642 | < 0.1% |
| -167 | 638 | < 0.1% |
| -247 | 629 | < 0.1% |
| -305 | 627 | < 0.1% |
| -268 | 624 | < 0.1% |
| -236 | 623 | < 0.1% |
| -160 | 623 | < 0.1% |
| Other values (2863) | 780214 | |
| (Missing) | 673065 |
| Value | Count | Frequency (%) |
| -2889 | 1 | < 0.1% |
| -2888 | 1 | < 0.1% |
| -2885 | 1 | < 0.1% |
| -2884 | 2 | |
| -2883 | 3 | |
| -2881 | 1 | < 0.1% |
| -2878 | 3 | |
| -2876 | 1 | < 0.1% |
| -2869 | 2 | |
| -2867 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 365243 | 211221 | |
| -2 | 30 | < 0.1% |
| -3 | 402 | < 0.1% |
| -4 | 501 | < 0.1% |
| -5 | 444 | < 0.1% |
| -6 | 531 | < 0.1% |
| -7 | 559 | < 0.1% |
| -8 | 548 | < 0.1% |
| -9 | 568 | < 0.1% |
| -10 | 569 | < 0.1% |
DAYS_TERMINATION
Real number (ℝ)
High correlation Missing
| Distinct | 2830 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81992.344 |
| Minimum | -2874 |
|---|---|
| Maximum | 365243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 771236 |
| Negative (%) | 46.2% |
| Memory size | 12.7 MiB |
Quantile statistics
| Minimum | -2874 |
|---|---|
| 5-th percentile | -2331 |
| Q1 | -1270 |
| median | -499 |
| Q3 | -44 |
| 95-th percentile | 365243 |
| Maximum | 365243 |
| Range | 368117 |
| Interquartile range (IQR) | 1226 |
Descriptive statistics
| Standard deviation | 153303.52 |
|---|---|
| Coefficient of variation (CV) | 1.8697297 |
| Kurtosis | -0.29327669 |
| Mean | 81992.344 |
| Median Absolute Deviation (MAD) | 672 |
| Skewness | 1.306376 |
| Sum | 8.1758584 × 1010 |
| Variance | 2.3501968 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 365243 | 225913 | 13.5% |
| -233 | 786 | < 0.1% |
| -170 | 770 | < 0.1% |
| -184 | 770 | < 0.1% |
| -163 | 769 | < 0.1% |
| -169 | 760 | < 0.1% |
| -303 | 754 | < 0.1% |
| -177 | 753 | < 0.1% |
| -305 | 742 | < 0.1% |
| -212 | 741 | < 0.1% |
| Other values (2820) | 764391 | |
| (Missing) | 673065 |
| Value | Count | Frequency (%) |
| -2874 | 1 | < 0.1% |
| -2870 | 1 | < 0.1% |
| -2865 | 1 | < 0.1% |
| -2852 | 1 | < 0.1% |
| -2848 | 1 | < 0.1% |
| -2847 | 1 | < 0.1% |
| -2845 | 2 | |
| -2844 | 1 | < 0.1% |
| -2839 | 3 | |
| -2837 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 365243 | 225913 | |
| -2 | 602 | < 0.1% |
| -3 | 597 | < 0.1% |
| -4 | 636 | < 0.1% |
| -5 | 638 | < 0.1% |
| -6 | 447 | < 0.1% |
| -7 | 223 | < 0.1% |
| -8 | 688 | < 0.1% |
| -9 | 711 | < 0.1% |
| -10 | 605 | < 0.1% |
NFLAG_INSURED_ON_APPROVAL
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 673065 |
| Missing (%) | 40.3% |
| Memory size | 12.7 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 665527 | |
| 1.0 | 331622 | |
| (Missing) | 673065 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 665527 | |
| 1.0 | 331622 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1662676 | |
| . | 997149 | |
| 1 | 331622 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2991447 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1662676 | |
| . | 997149 | |
| 1 | 331622 | 11.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2991447 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1662676 | |
| . | 997149 | |
| 1 | 331622 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2991447 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1662676 | |
| . | 997149 | |
| 1 | 331622 | 11.1% |
Interactions
Correlations
| AMT_ANNUITY | AMT_APPLICATION | AMT_CREDIT | AMT_DOWN_PAYMENT | AMT_GOODS_PRICE | CHANNEL_TYPE | CNT_PAYMENT | CODE_REJECT_REASON | DAYS_DECISION | DAYS_FIRST_DRAWING | DAYS_FIRST_DUE | DAYS_LAST_DUE | DAYS_LAST_DUE_1ST_VERSION | DAYS_TERMINATION | FLAG_LAST_APPL_PER_CONTRACT | HOUR_APPR_PROCESS_START | NAME_CASH_LOAN_PURPOSE | NAME_CLIENT_TYPE | NAME_CONTRACT_STATUS | NAME_CONTRACT_TYPE | NAME_GOODS_CATEGORY | NAME_PAYMENT_TYPE | NAME_PORTFOLIO | NAME_PRODUCT_TYPE | NAME_SELLER_INDUSTRY | NAME_TYPE_SUITE | NAME_YIELD_GROUP | NFLAG_INSURED_ON_APPROVAL | NFLAG_LAST_APPL_IN_DAY | PRODUCT_COMBINATION | RATE_DOWN_PAYMENT | RATE_INTEREST_PRIMARY | RATE_INTEREST_PRIVILEGED | SELLERPLACE_AREA | SK_ID_CURR | SK_ID_PREV | WEEKDAY_APPR_PROCESS_START | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AMT_ANNUITY | 1.000 | 0.830 | 0.880 | 0.044 | 0.889 | 0.102 | 0.392 | 0.046 | 0.282 | 0.070 | 0.232 | 0.273 | 0.272 | 0.250 | 0.014 | -0.049 | 0.100 | 0.062 | 0.062 | 0.202 | 0.080 | 0.024 | 0.165 | 0.171 | 0.089 | 0.037 | 0.074 | 0.163 | 0.011 | 0.116 | -0.178 | -0.092 | -0.186 | -0.413 | 0.001 | 0.013 | 0.020 |
| AMT_APPLICATION | 0.830 | 1.000 | 0.917 | 0.026 | 1.000 | 0.118 | 0.638 | 0.091 | -0.122 | 0.193 | 0.276 | 0.331 | 0.305 | 0.278 | 0.006 | 0.014 | 0.101 | 0.059 | 0.110 | 0.136 | 0.070 | 0.055 | 0.206 | 0.232 | 0.073 | 0.047 | 0.149 | 0.139 | 0.003 | 0.183 | -0.198 | -0.128 | -0.238 | 0.048 | 0.001 | -0.012 | 0.018 |
| AMT_CREDIT | 0.880 | 0.917 | 1.000 | -0.095 | 0.985 | 0.104 | 0.549 | 0.104 | -0.155 | -0.105 | 0.309 | 0.435 | 0.508 | 0.438 | 0.018 | 0.003 | 0.125 | 0.067 | 0.121 | 0.153 | 0.089 | 0.060 | 0.205 | 0.265 | 0.095 | 0.053 | 0.159 | 0.173 | 0.016 | 0.225 | -0.327 | -0.086 | -0.184 | -0.009 | 0.000 | -0.012 | 0.020 |
| AMT_DOWN_PAYMENT | 0.044 | 0.026 | -0.095 | 1.000 | 0.026 | 0.189 | -0.222 | 0.028 | -0.234 | -0.001 | -0.225 | -0.265 | -0.265 | -0.262 | 0.000 | 0.034 | 0.000 | 0.003 | 0.029 | 0.002 | 0.019 | 0.000 | 0.231 | 0.002 | 0.027 | 0.000 | 0.010 | 0.006 | 0.000 | 0.014 | 0.918 | -0.277 | -0.409 | 0.055 | 0.003 | -0.004 | 0.001 |
| AMT_GOODS_PRICE | 0.889 | 1.000 | 0.985 | 0.026 | 1.000 | 0.155 | 0.600 | 0.095 | 0.355 | -0.039 | 0.297 | 0.408 | 0.477 | 0.405 | 0.016 | -0.059 | 0.126 | 0.084 | 0.121 | 0.236 | 0.104 | 0.010 | 0.197 | 0.234 | 0.112 | 0.047 | 0.136 | 0.134 | 0.010 | 0.180 | -0.198 | -0.128 | -0.238 | -0.456 | 0.001 | 0.015 | 0.025 |
| CHANNEL_TYPE | 0.102 | 0.118 | 0.104 | 0.189 | 0.155 | 1.000 | 0.224 | 0.117 | 0.187 | 0.270 | 0.113 | 0.267 | 0.299 | 0.280 | 0.061 | 0.078 | 0.300 | 0.243 | 0.331 | 0.524 | 0.393 | 0.252 | 0.656 | 0.409 | 0.437 | 0.149 | 0.260 | 0.498 | 0.046 | 0.424 | 0.090 | 0.432 | 0.592 | 0.002 | 0.003 | 0.019 | 0.076 |
| CNT_PAYMENT | 0.392 | 0.638 | 0.549 | -0.222 | 0.600 | 0.224 | 1.000 | 0.126 | 0.175 | 0.412 | 0.051 | 0.149 | 0.126 | 0.097 | 0.122 | -0.048 | 0.224 | 0.134 | 0.193 | 0.570 | 0.179 | 0.209 | 0.490 | 0.365 | 0.178 | 0.083 | 0.327 | 0.334 | 0.087 | 0.320 | -0.335 | 0.072 | -0.055 | -0.255 | -0.000 | 0.010 | 0.041 |
| CODE_REJECT_REASON | 0.046 | 0.091 | 0.104 | 0.028 | 0.095 | 0.117 | 0.126 | 1.000 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.301 | 0.020 | 0.118 | 0.108 | 0.816 | 0.167 | 0.114 | 0.092 | 0.208 | 0.278 | 0.111 | 0.056 | 0.124 | 0.000 | 0.235 | 0.186 | 0.067 | 0.109 | 0.000 | 0.000 | 0.002 | 0.012 | 0.021 |
| DAYS_DECISION | 0.282 | -0.122 | -0.155 | -0.234 | 0.355 | 0.187 | 0.175 | 0.100 | 1.000 | -0.027 | 0.974 | 0.897 | 0.795 | 0.849 | 0.045 | -0.043 | 0.131 | 0.187 | 0.317 | 0.258 | 0.167 | 0.238 | 0.291 | 0.162 | 0.166 | 0.108 | 0.304 | 0.252 | 0.039 | 0.239 | -0.294 | 0.455 | 0.638 | -0.404 | -0.000 | 0.023 | 0.033 |
| DAYS_FIRST_DRAWING | 0.070 | 0.193 | -0.105 | -0.001 | -0.039 | 0.270 | 0.412 | 0.000 | -0.027 | 1.000 | -0.042 | -0.184 | -0.406 | -0.319 | 1.000 | 0.014 | 0.165 | 0.128 | 1.000 | 0.804 | 0.325 | 0.514 | 0.804 | 0.334 | 0.224 | 0.081 | 0.804 | 0.178 | 0.000 | 0.804 | -0.001 | NaN | NaN | 0.162 | -0.001 | -0.001 | 0.042 |
| DAYS_FIRST_DUE | 0.232 | 0.276 | 0.309 | -0.225 | 0.297 | 0.113 | 0.051 | 0.000 | 0.974 | -0.042 | 1.000 | 0.918 | 0.828 | 0.868 | 1.000 | -0.000 | 0.127 | 0.100 | 1.000 | 0.512 | 0.190 | 0.330 | 0.512 | 0.241 | 0.108 | 0.046 | 0.512 | 0.119 | 0.002 | 0.513 | -0.288 | 0.462 | 0.651 | -0.173 | -0.000 | 0.002 | 0.019 |
| DAYS_LAST_DUE | 0.273 | 0.331 | 0.435 | -0.265 | 0.408 | 0.267 | 0.149 | 0.000 | 0.897 | -0.184 | 0.918 | 1.000 | 0.903 | 0.963 | 1.000 | -0.013 | 0.053 | 0.188 | 1.000 | 0.441 | 0.308 | 0.261 | 0.441 | 0.301 | 0.277 | 0.138 | 0.464 | 0.013 | 0.002 | 0.492 | -0.342 | 0.444 | 0.605 | -0.233 | 0.001 | 0.003 | 0.045 |
| DAYS_LAST_DUE_1ST_VERSION | 0.272 | 0.305 | 0.508 | -0.265 | 0.477 | 0.299 | 0.126 | 0.000 | 0.795 | -0.406 | 0.828 | 0.903 | 1.000 | 0.942 | 1.000 | -0.029 | 0.206 | 0.150 | 1.000 | 0.999 | 0.405 | 0.639 | 0.999 | 0.432 | 0.268 | 0.090 | 0.999 | 0.223 | 0.001 | 0.999 | -0.343 | 0.461 | 0.647 | -0.318 | 0.000 | 0.003 | 0.049 |
| DAYS_TERMINATION | 0.250 | 0.278 | 0.438 | -0.262 | 0.405 | 0.280 | 0.097 | 0.000 | 0.849 | -0.319 | 0.868 | 0.963 | 0.942 | 1.000 | 1.000 | -0.015 | 0.038 | 0.197 | 1.000 | 0.507 | 0.330 | 0.306 | 0.507 | 0.322 | 0.277 | 0.136 | 0.527 | 0.003 | 0.000 | 0.550 | -0.339 | 0.442 | 0.602 | -0.237 | 0.001 | 0.003 | 0.047 |
| FLAG_LAST_APPL_PER_CONTRACT | 0.014 | 0.006 | 0.018 | 0.000 | 0.016 | 0.061 | 0.122 | 0.301 | 0.045 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.008 | 0.064 | 0.034 | 0.156 | 0.197 | 0.062 | 0.092 | 0.231 | 0.116 | 0.029 | 0.020 | 0.107 | 1.000 | 0.722 | 0.249 | 0.000 | 1.000 | 1.000 | 0.000 | 0.002 | 0.007 | 0.009 |
| HOUR_APPR_PROCESS_START | -0.049 | 0.014 | 0.003 | 0.034 | -0.059 | 0.078 | -0.048 | 0.020 | -0.043 | 0.014 | -0.000 | -0.013 | -0.029 | -0.015 | 0.008 | 1.000 | 0.047 | 0.043 | 0.049 | 0.090 | 0.058 | 0.061 | 0.072 | 0.072 | 0.050 | 0.036 | 0.041 | 0.119 | 0.006 | 0.060 | 0.029 | -0.051 | -0.059 | 0.139 | 0.003 | -0.003 | 0.025 |
| NAME_CASH_LOAN_PURPOSE | 0.100 | 0.101 | 0.125 | 0.000 | 0.126 | 0.300 | 0.224 | 0.118 | 0.131 | 0.165 | 0.127 | 0.053 | 0.206 | 0.038 | 0.064 | 0.047 | 1.000 | 0.213 | 0.296 | 0.577 | 0.160 | 0.133 | 0.472 | 0.569 | 0.241 | 0.131 | 0.141 | 0.636 | 0.045 | 0.312 | 0.075 | 1.000 | 1.000 | 0.000 | 0.004 | 0.009 | 0.066 |
| NAME_CLIENT_TYPE | 0.062 | 0.059 | 0.067 | 0.003 | 0.084 | 0.243 | 0.134 | 0.108 | 0.187 | 0.128 | 0.100 | 0.188 | 0.150 | 0.197 | 0.034 | 0.043 | 0.213 | 1.000 | 0.187 | 0.255 | 0.257 | 0.121 | 0.264 | 0.205 | 0.241 | 0.105 | 0.166 | 0.176 | 0.024 | 0.265 | 0.086 | 0.026 | 0.152 | 0.002 | 0.004 | 0.011 | 0.060 |
| NAME_CONTRACT_STATUS | 0.062 | 0.110 | 0.121 | 0.029 | 0.121 | 0.331 | 0.193 | 0.816 | 0.317 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.156 | 0.049 | 0.296 | 0.187 | 1.000 | 0.297 | 0.315 | 0.361 | 0.550 | 0.311 | 0.327 | 0.075 | 0.431 | 1.000 | 0.110 | 0.556 | 0.100 | 1.000 | 1.000 | 0.000 | 0.001 | 0.031 | 0.058 |
| NAME_CONTRACT_TYPE | 0.202 | 0.136 | 0.153 | 0.002 | 0.236 | 0.524 | 0.570 | 0.167 | 0.258 | 0.804 | 0.512 | 0.441 | 0.999 | 0.507 | 0.197 | 0.090 | 0.577 | 0.255 | 0.297 | 1.000 | 0.570 | 0.329 | 0.741 | 0.481 | 0.522 | 0.252 | 0.374 | 0.642 | 0.143 | 1.000 | 0.161 | 1.000 | 1.000 | 0.001 | 0.003 | 0.017 | 0.110 |
| NAME_GOODS_CATEGORY | 0.080 | 0.070 | 0.089 | 0.019 | 0.104 | 0.393 | 0.179 | 0.114 | 0.167 | 0.325 | 0.190 | 0.308 | 0.405 | 0.330 | 0.062 | 0.058 | 0.160 | 0.257 | 0.315 | 0.570 | 1.000 | 0.264 | 0.475 | 0.464 | 0.728 | 0.153 | 0.332 | 0.466 | 0.046 | 0.437 | 0.093 | 0.273 | 0.315 | 0.029 | 0.003 | 0.010 | 0.081 |
| NAME_PAYMENT_TYPE | 0.024 | 0.055 | 0.060 | 0.000 | 0.010 | 0.252 | 0.209 | 0.092 | 0.238 | 0.514 | 0.330 | 0.261 | 0.639 | 0.306 | 0.092 | 0.061 | 0.133 | 0.121 | 0.361 | 0.329 | 0.264 | 1.000 | 0.443 | 0.055 | 0.232 | 0.042 | 0.442 | 0.195 | 0.064 | 0.472 | 0.025 | 0.244 | 0.381 | 0.000 | 0.003 | 0.017 | 0.048 |
| NAME_PORTFOLIO | 0.165 | 0.206 | 0.205 | 0.231 | 0.197 | 0.656 | 0.490 | 0.208 | 0.291 | 0.804 | 0.512 | 0.441 | 0.999 | 0.507 | 0.231 | 0.072 | 0.472 | 0.264 | 0.550 | 0.741 | 0.475 | 0.443 | 1.000 | 0.713 | 0.441 | 0.205 | 0.505 | 0.642 | 0.169 | 0.806 | 0.153 | 1.000 | 1.000 | 0.001 | 0.003 | 0.021 | 0.093 |
| NAME_PRODUCT_TYPE | 0.171 | 0.232 | 0.265 | 0.002 | 0.234 | 0.409 | 0.365 | 0.278 | 0.162 | 0.334 | 0.241 | 0.301 | 0.432 | 0.322 | 0.116 | 0.072 | 0.569 | 0.205 | 0.311 | 0.481 | 0.464 | 0.055 | 0.713 | 1.000 | 0.375 | 0.251 | 0.158 | 0.473 | 0.089 | 0.888 | 0.159 | 1.000 | 1.000 | 0.001 | 0.003 | 0.006 | 0.090 |
| NAME_SELLER_INDUSTRY | 0.089 | 0.073 | 0.095 | 0.027 | 0.112 | 0.437 | 0.178 | 0.111 | 0.166 | 0.224 | 0.108 | 0.277 | 0.268 | 0.277 | 0.029 | 0.050 | 0.241 | 0.241 | 0.327 | 0.522 | 0.728 | 0.232 | 0.441 | 0.375 | 1.000 | 0.155 | 0.312 | 0.478 | 0.019 | 0.560 | 0.087 | 0.264 | 0.322 | 0.008 | 0.002 | 0.010 | 0.077 |
| NAME_TYPE_SUITE | 0.037 | 0.047 | 0.053 | 0.000 | 0.047 | 0.149 | 0.083 | 0.056 | 0.108 | 0.081 | 0.046 | 0.138 | 0.090 | 0.136 | 0.020 | 0.036 | 0.131 | 0.105 | 0.075 | 0.252 | 0.153 | 0.042 | 0.205 | 0.251 | 0.155 | 1.000 | 0.060 | 0.132 | 0.016 | 0.156 | 0.033 | 0.000 | 0.000 | 0.000 | 0.002 | 0.005 | 0.056 |
| NAME_YIELD_GROUP | 0.074 | 0.149 | 0.159 | 0.010 | 0.136 | 0.260 | 0.327 | 0.124 | 0.304 | 0.804 | 0.512 | 0.464 | 0.999 | 0.527 | 0.107 | 0.041 | 0.141 | 0.166 | 0.431 | 0.374 | 0.332 | 0.442 | 0.505 | 0.158 | 0.312 | 0.060 | 1.000 | 0.256 | 0.074 | 0.765 | 0.168 | 1.000 | 1.000 | 0.005 | 0.002 | 0.016 | 0.044 |
| NFLAG_INSURED_ON_APPROVAL | 0.163 | 0.139 | 0.173 | 0.006 | 0.134 | 0.498 | 0.334 | 0.000 | 0.252 | 0.178 | 0.119 | 0.013 | 0.223 | 0.003 | 1.000 | 0.119 | 0.636 | 0.176 | 1.000 | 0.642 | 0.466 | 0.195 | 0.642 | 0.473 | 0.478 | 0.132 | 0.256 | 1.000 | 0.007 | 0.659 | 0.054 | 0.337 | 0.186 | 0.000 | 0.004 | 0.006 | 0.086 |
| NFLAG_LAST_APPL_IN_DAY | 0.011 | 0.003 | 0.016 | 0.000 | 0.010 | 0.046 | 0.087 | 0.235 | 0.039 | 0.000 | 0.002 | 0.002 | 0.001 | 0.000 | 0.722 | 0.006 | 0.045 | 0.024 | 0.110 | 0.143 | 0.046 | 0.064 | 0.169 | 0.089 | 0.019 | 0.016 | 0.074 | 0.007 | 1.000 | 0.178 | 0.006 | 0.000 | 0.015 | 0.000 | 0.002 | 0.004 | 0.022 |
| PRODUCT_COMBINATION | 0.116 | 0.183 | 0.225 | 0.014 | 0.180 | 0.424 | 0.320 | 0.186 | 0.239 | 0.804 | 0.513 | 0.492 | 0.999 | 0.550 | 0.249 | 0.060 | 0.312 | 0.265 | 0.556 | 1.000 | 0.437 | 0.472 | 0.806 | 0.888 | 0.560 | 0.156 | 0.765 | 0.659 | 0.178 | 1.000 | 0.121 | 0.380 | 0.511 | 0.016 | 0.003 | 0.013 | 0.081 |
| RATE_DOWN_PAYMENT | -0.178 | -0.198 | -0.327 | 0.918 | -0.198 | 0.090 | -0.335 | 0.067 | -0.294 | -0.001 | -0.288 | -0.342 | -0.343 | -0.339 | 0.000 | 0.029 | 0.075 | 0.086 | 0.100 | 0.161 | 0.093 | 0.025 | 0.153 | 0.159 | 0.087 | 0.033 | 0.168 | 0.054 | 0.006 | 0.121 | 1.000 | -0.237 | -0.318 | -0.023 | 0.002 | -0.005 | 0.010 |
| RATE_INTEREST_PRIMARY | -0.092 | -0.128 | -0.086 | -0.277 | -0.128 | 0.432 | 0.072 | 0.109 | 0.455 | NaN | 0.462 | 0.444 | 0.461 | 0.442 | 1.000 | -0.051 | 1.000 | 0.026 | 1.000 | 1.000 | 0.273 | 0.244 | 1.000 | 1.000 | 0.264 | 0.000 | 1.000 | 0.337 | 0.000 | 0.380 | -0.237 | 1.000 | 0.782 | -0.047 | -0.002 | -0.009 | 0.041 |
| RATE_INTEREST_PRIVILEGED | -0.186 | -0.238 | -0.184 | -0.409 | -0.238 | 0.592 | -0.055 | 0.000 | 0.638 | NaN | 0.651 | 0.605 | 0.647 | 0.602 | 1.000 | -0.059 | 1.000 | 0.152 | 1.000 | 1.000 | 0.315 | 0.381 | 1.000 | 1.000 | 0.322 | 0.000 | 1.000 | 0.186 | 0.015 | 0.511 | -0.318 | 0.782 | 1.000 | -0.094 | -0.029 | -0.019 | 0.027 |
| SELLERPLACE_AREA | -0.413 | 0.048 | -0.009 | 0.055 | -0.456 | 0.002 | -0.255 | 0.000 | -0.404 | 0.162 | -0.173 | -0.233 | -0.318 | -0.237 | 0.000 | 0.139 | 0.000 | 0.002 | 0.000 | 0.001 | 0.029 | 0.000 | 0.001 | 0.001 | 0.008 | 0.000 | 0.005 | 0.000 | 0.000 | 0.016 | -0.023 | -0.047 | -0.094 | 1.000 | -0.001 | -0.027 | 0.001 |
| SK_ID_CURR | 0.001 | 0.001 | 0.000 | 0.003 | 0.001 | 0.003 | -0.000 | 0.002 | -0.000 | -0.001 | -0.000 | 0.001 | 0.000 | 0.001 | 0.002 | 0.003 | 0.004 | 0.004 | 0.001 | 0.003 | 0.003 | 0.003 | 0.003 | 0.003 | 0.002 | 0.002 | 0.002 | 0.004 | 0.002 | 0.003 | 0.002 | -0.002 | -0.029 | -0.001 | 1.000 | -0.000 | 0.002 |
| SK_ID_PREV | 0.013 | -0.012 | -0.012 | -0.004 | 0.015 | 0.019 | 0.010 | 0.012 | 0.023 | -0.001 | 0.002 | 0.003 | 0.003 | 0.003 | 0.007 | -0.003 | 0.009 | 0.011 | 0.031 | 0.017 | 0.010 | 0.017 | 0.021 | 0.006 | 0.010 | 0.005 | 0.016 | 0.006 | 0.004 | 0.013 | -0.005 | -0.009 | -0.019 | -0.027 | -0.000 | 1.000 | 0.002 |
| WEEKDAY_APPR_PROCESS_START | 0.020 | 0.018 | 0.020 | 0.001 | 0.025 | 0.076 | 0.041 | 0.021 | 0.033 | 0.042 | 0.019 | 0.045 | 0.049 | 0.047 | 0.009 | 0.025 | 0.066 | 0.060 | 0.058 | 0.110 | 0.081 | 0.048 | 0.093 | 0.090 | 0.077 | 0.056 | 0.044 | 0.086 | 0.022 | 0.081 | 0.010 | 0.041 | 0.027 | 0.001 | 0.002 | 0.002 | 1.000 |
Missing values
Sample
| SK_ID_PREV | SK_ID_CURR | NAME_CONTRACT_TYPE | AMT_ANNUITY | AMT_APPLICATION | AMT_CREDIT | AMT_DOWN_PAYMENT | AMT_GOODS_PRICE | WEEKDAY_APPR_PROCESS_START | HOUR_APPR_PROCESS_START | FLAG_LAST_APPL_PER_CONTRACT | NFLAG_LAST_APPL_IN_DAY | RATE_DOWN_PAYMENT | RATE_INTEREST_PRIMARY | RATE_INTEREST_PRIVILEGED | NAME_CASH_LOAN_PURPOSE | NAME_CONTRACT_STATUS | DAYS_DECISION | NAME_PAYMENT_TYPE | CODE_REJECT_REASON | NAME_TYPE_SUITE | NAME_CLIENT_TYPE | NAME_GOODS_CATEGORY | NAME_PORTFOLIO | NAME_PRODUCT_TYPE | CHANNEL_TYPE | SELLERPLACE_AREA | NAME_SELLER_INDUSTRY | CNT_PAYMENT | NAME_YIELD_GROUP | PRODUCT_COMBINATION | DAYS_FIRST_DRAWING | DAYS_FIRST_DUE | DAYS_LAST_DUE_1ST_VERSION | DAYS_LAST_DUE | DAYS_TERMINATION | NFLAG_INSURED_ON_APPROVAL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2030495 | 271877 | Consumer loans | 1730.430 | 17145.0 | 17145.0 | 0.0 | 17145.0 | SATURDAY | 15 | Y | 1 | 0.0 | 0.182832 | 0.867336 | XAP | Approved | -73 | Cash through the bank | XAP | NaN | Repeater | Mobile | POS | XNA | Country-wide | 35 | Connectivity | 12.0 | middle | POS mobile with interest | 365243.0 | -42.0 | 300.0 | -42.0 | -37.0 | 0.0 |
| 1 | 2802425 | 108129 | Cash loans | 25188.615 | 607500.0 | 679671.0 | NaN | 607500.0 | THURSDAY | 11 | Y | 1 | NaN | NaN | NaN | XNA | Approved | -164 | XNA | XAP | Unaccompanied | Repeater | XNA | Cash | x-sell | Contact center | -1 | XNA | 36.0 | low_action | Cash X-Sell: low | 365243.0 | -134.0 | 916.0 | 365243.0 | 365243.0 | 1.0 |
| 2 | 2523466 | 122040 | Cash loans | 15060.735 | 112500.0 | 136444.5 | NaN | 112500.0 | TUESDAY | 11 | Y | 1 | NaN | NaN | NaN | XNA | Approved | -301 | Cash through the bank | XAP | Spouse, partner | Repeater | XNA | Cash | x-sell | Credit and cash offices | -1 | XNA | 12.0 | high | Cash X-Sell: high | 365243.0 | -271.0 | 59.0 | 365243.0 | 365243.0 | 1.0 |
| 3 | 2819243 | 176158 | Cash loans | 47041.335 | 450000.0 | 470790.0 | NaN | 450000.0 | MONDAY | 7 | Y | 1 | NaN | NaN | NaN | XNA | Approved | -512 | Cash through the bank | XAP | NaN | Repeater | XNA | Cash | x-sell | Credit and cash offices | -1 | XNA | 12.0 | middle | Cash X-Sell: middle | 365243.0 | -482.0 | -152.0 | -182.0 | -177.0 | 1.0 |
| 4 | 1784265 | 202054 | Cash loans | 31924.395 | 337500.0 | 404055.0 | NaN | 337500.0 | THURSDAY | 9 | Y | 1 | NaN | NaN | NaN | Repairs | Refused | -781 | Cash through the bank | HC | NaN | Repeater | XNA | Cash | walk-in | Credit and cash offices | -1 | XNA | 24.0 | high | Cash Street: high | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 1383531 | 199383 | Cash loans | 23703.930 | 315000.0 | 340573.5 | NaN | 315000.0 | SATURDAY | 8 | Y | 1 | NaN | NaN | NaN | Everyday expenses | Approved | -684 | Cash through the bank | XAP | Family | Repeater | XNA | Cash | x-sell | Credit and cash offices | -1 | XNA | 18.0 | low_normal | Cash X-Sell: low | 365243.0 | -654.0 | -144.0 | -144.0 | -137.0 | 1.0 |
| 6 | 2315218 | 175704 | Cash loans | NaN | 0.0 | 0.0 | NaN | NaN | TUESDAY | 11 | Y | 1 | NaN | NaN | NaN | XNA | Canceled | -14 | XNA | XAP | NaN | Repeater | XNA | XNA | XNA | Credit and cash offices | -1 | XNA | NaN | XNA | Cash | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 1656711 | 296299 | Cash loans | NaN | 0.0 | 0.0 | NaN | NaN | MONDAY | 7 | Y | 1 | NaN | NaN | NaN | XNA | Canceled | -21 | XNA | XAP | NaN | Repeater | XNA | XNA | XNA | Credit and cash offices | -1 | XNA | NaN | XNA | Cash | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 2367563 | 342292 | Cash loans | NaN | 0.0 | 0.0 | NaN | NaN | MONDAY | 15 | Y | 1 | NaN | NaN | NaN | XNA | Canceled | -386 | XNA | XAP | NaN | Repeater | XNA | XNA | XNA | Credit and cash offices | -1 | XNA | NaN | XNA | Cash | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 2579447 | 334349 | Cash loans | NaN | 0.0 | 0.0 | NaN | NaN | SATURDAY | 15 | Y | 1 | NaN | NaN | NaN | XNA | Canceled | -57 | XNA | XAP | NaN | Repeater | XNA | XNA | XNA | Credit and cash offices | -1 | XNA | NaN | XNA | Cash | NaN | NaN | NaN | NaN | NaN | NaN |
| SK_ID_PREV | SK_ID_CURR | NAME_CONTRACT_TYPE | AMT_ANNUITY | AMT_APPLICATION | AMT_CREDIT | AMT_DOWN_PAYMENT | AMT_GOODS_PRICE | WEEKDAY_APPR_PROCESS_START | HOUR_APPR_PROCESS_START | FLAG_LAST_APPL_PER_CONTRACT | NFLAG_LAST_APPL_IN_DAY | RATE_DOWN_PAYMENT | RATE_INTEREST_PRIMARY | RATE_INTEREST_PRIVILEGED | NAME_CASH_LOAN_PURPOSE | NAME_CONTRACT_STATUS | DAYS_DECISION | NAME_PAYMENT_TYPE | CODE_REJECT_REASON | NAME_TYPE_SUITE | NAME_CLIENT_TYPE | NAME_GOODS_CATEGORY | NAME_PORTFOLIO | NAME_PRODUCT_TYPE | CHANNEL_TYPE | SELLERPLACE_AREA | NAME_SELLER_INDUSTRY | CNT_PAYMENT | NAME_YIELD_GROUP | PRODUCT_COMBINATION | DAYS_FIRST_DRAWING | DAYS_FIRST_DUE | DAYS_LAST_DUE_1ST_VERSION | DAYS_LAST_DUE | DAYS_TERMINATION | NFLAG_INSURED_ON_APPROVAL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1670204 | 1407146 | 198989 | Cash loans | 36598.095 | 450000.0 | 570073.5 | NaN | 450000.0 | THURSDAY | 12 | Y | 1 | NaN | NaN | NaN | XNA | Refused | -848 | Cash through the bank | HC | Unaccompanied | Repeater | XNA | Cash | x-sell | Credit and cash offices | 100 | XNA | 24.0 | middle | Cash X-Sell: middle | NaN | NaN | NaN | NaN | NaN | NaN |
| 1670205 | 2815130 | 338803 | Cash loans | 14584.050 | 135000.0 | 182956.5 | NaN | 135000.0 | SATURDAY | 10 | Y | 1 | NaN | NaN | NaN | XNA | Refused | -1407 | Cash through the bank | LIMIT | Unaccompanied | Repeater | XNA | Cash | walk-in | Credit and cash offices | 100 | XNA | 24.0 | high | Cash Street: high | NaN | NaN | NaN | NaN | NaN | NaN |
| 1670206 | 2459206 | 238591 | Cash loans | 19401.435 | 180000.0 | 243936.0 | 0.0 | 180000.0 | TUESDAY | 13 | Y | 1 | 0.000000 | NaN | NaN | Purchase of electronic equipment | Approved | -1833 | Cash through the bank | XAP | Unaccompanied | New | XNA | Cash | walk-in | Credit and cash offices | 100 | XNA | 24.0 | high | Cash Street: high | 365243.0 | -1802.0 | -1112.0 | -1112.0 | -1100.0 | 0.0 |
| 1670207 | 1662353 | 443544 | Cash loans | 12607.875 | 112500.0 | 112500.0 | 0.0 | 112500.0 | MONDAY | 10 | Y | 1 | 0.000000 | NaN | NaN | XNA | Refused | -2514 | Cash through the bank | SCO | Unaccompanied | Repeater | XNA | Cash | walk-in | Credit and cash offices | 100 | XNA | 12.0 | high | Cash Street: high | NaN | NaN | NaN | NaN | NaN | NaN |
| 1670208 | 1556789 | 209732 | Cash loans | 22299.390 | 315000.0 | 436216.5 | NaN | 315000.0 | THURSDAY | 17 | Y | 1 | NaN | NaN | NaN | XNA | Approved | -1279 | Cash through the bank | XAP | Unaccompanied | Refreshed | XNA | Cash | x-sell | Credit and cash offices | 100 | XNA | 36.0 | middle | Cash X-Sell: middle | 365243.0 | -1249.0 | -199.0 | -919.0 | -912.0 | 1.0 |
| 1670209 | 2300464 | 352015 | Consumer loans | 14704.290 | 267295.5 | 311400.0 | 0.0 | 267295.5 | WEDNESDAY | 12 | Y | 1 | 0.000000 | NaN | NaN | XAP | Approved | -544 | Cash through the bank | XAP | NaN | Refreshed | Furniture | POS | XNA | Stone | 43 | Furniture | 30.0 | low_normal | POS industry with interest | 365243.0 | -508.0 | 362.0 | -358.0 | -351.0 | 0.0 |
| 1670210 | 2357031 | 334635 | Consumer loans | 6622.020 | 87750.0 | 64291.5 | 29250.0 | 87750.0 | TUESDAY | 15 | Y | 1 | 0.340554 | NaN | NaN | XAP | Approved | -1694 | Cash through the bank | XAP | Unaccompanied | New | Furniture | POS | XNA | Stone | 43 | Furniture | 12.0 | middle | POS industry with interest | 365243.0 | -1604.0 | -1274.0 | -1304.0 | -1297.0 | 0.0 |
| 1670211 | 2659632 | 249544 | Consumer loans | 11520.855 | 105237.0 | 102523.5 | 10525.5 | 105237.0 | MONDAY | 12 | Y | 1 | 0.101401 | NaN | NaN | XAP | Approved | -1488 | Cash through the bank | XAP | Spouse, partner | Repeater | Consumer Electronics | POS | XNA | Country-wide | 1370 | Consumer electronics | 10.0 | low_normal | POS household with interest | 365243.0 | -1457.0 | -1187.0 | -1187.0 | -1181.0 | 0.0 |
| 1670212 | 2785582 | 400317 | Cash loans | 18821.520 | 180000.0 | 191880.0 | NaN | 180000.0 | WEDNESDAY | 9 | Y | 1 | NaN | NaN | NaN | XNA | Approved | -1185 | Cash through the bank | XAP | Family | Repeater | XNA | Cash | x-sell | AP+ (Cash loan) | -1 | XNA | 12.0 | low_normal | Cash X-Sell: low | 365243.0 | -1155.0 | -825.0 | -825.0 | -817.0 | 1.0 |
| 1670213 | 2418762 | 261212 | Cash loans | 16431.300 | 360000.0 | 360000.0 | NaN | 360000.0 | SUNDAY | 10 | Y | 1 | NaN | NaN | NaN | XNA | Approved | -1193 | Cash through the bank | XAP | Family | Repeater | XNA | Cash | x-sell | AP+ (Cash loan) | -1 | XNA | 48.0 | middle | Cash X-Sell: middle | 365243.0 | -1163.0 | 247.0 | -443.0 | -423.0 | 0.0 |